Overview
Brought to you by YData
Dataset statistics
| Number of variables | 151 |
|---|---|
| Number of observations | 2260701 |
| Missing cells | 108486252 |
| Missing cells (%) | 31.8% |
| Total size in memory | 5.8 GiB |
| Average record size in memory | 2.7 KiB |
Variable types
| Unsupported | 2 |
|---|---|
| Numeric | 112 |
| Text | 36 |
| URL | 1 |
policy_code has constant value "1.0" | Constant |
hardship_type has constant value "INTEREST ONLY-3 MONTHS DEFERRAL" | Constant |
deferral_term has constant value "3.0" | Constant |
hardship_length has constant value "3.0" | Constant |
member_id has 2260701 (100.0%) missing values | Missing |
emp_title has 167002 (7.4%) missing values | Missing |
emp_length has 146940 (6.5%) missing values | Missing |
desc has 2134636 (94.4%) missing values | Missing |
title has 23359 (1.0%) missing values | Missing |
mths_since_last_delinq has 1158535 (51.2%) missing values | Missing |
mths_since_last_record has 1901545 (84.1%) missing values | Missing |
next_pymnt_d has 1345343 (59.5%) missing values | Missing |
mths_since_last_major_derog has 1679926 (74.3%) missing values | Missing |
annual_inc_joint has 2139991 (94.7%) missing values | Missing |
dti_joint has 2139995 (94.7%) missing values | Missing |
verification_status_joint has 2144971 (94.9%) missing values | Missing |
tot_coll_amt has 70309 (3.1%) missing values | Missing |
tot_cur_bal has 70309 (3.1%) missing values | Missing |
open_acc_6m has 866163 (38.3%) missing values | Missing |
open_act_il has 866162 (38.3%) missing values | Missing |
open_il_12m has 866162 (38.3%) missing values | Missing |
open_il_24m has 866162 (38.3%) missing values | Missing |
mths_since_rcnt_il has 909957 (40.3%) missing values | Missing |
total_bal_il has 866162 (38.3%) missing values | Missing |
il_util has 1068883 (47.3%) missing values | Missing |
open_rv_12m has 866162 (38.3%) missing values | Missing |
open_rv_24m has 866162 (38.3%) missing values | Missing |
max_bal_bc has 866162 (38.3%) missing values | Missing |
all_util has 866381 (38.3%) missing values | Missing |
total_rev_hi_lim has 70309 (3.1%) missing values | Missing |
inq_fi has 866162 (38.3%) missing values | Missing |
total_cu_tl has 866163 (38.3%) missing values | Missing |
inq_last_12m has 866163 (38.3%) missing values | Missing |
acc_open_past_24mths has 50063 (2.2%) missing values | Missing |
avg_cur_bal has 70379 (3.1%) missing values | Missing |
bc_open_to_buy has 74968 (3.3%) missing values | Missing |
bc_util has 76104 (3.4%) missing values | Missing |
mo_sin_old_il_acct has 139104 (6.2%) missing values | Missing |
mo_sin_old_rev_tl_op has 70310 (3.1%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 70310 (3.1%) missing values | Missing |
mo_sin_rcnt_tl has 70309 (3.1%) missing values | Missing |
mort_acc has 50063 (2.2%) missing values | Missing |
mths_since_recent_bc has 73445 (3.2%) missing values | Missing |
mths_since_recent_bc_dlq has 1741000 (77.0%) missing values | Missing |
mths_since_recent_inq has 295468 (13.1%) missing values | Missing |
mths_since_recent_revol_delinq has 1520342 (67.3%) missing values | Missing |
num_accts_ever_120_pd has 70309 (3.1%) missing values | Missing |
num_actv_bc_tl has 70309 (3.1%) missing values | Missing |
num_actv_rev_tl has 70309 (3.1%) missing values | Missing |
num_bc_sats has 58623 (2.6%) missing values | Missing |
num_bc_tl has 70309 (3.1%) missing values | Missing |
num_il_tl has 70309 (3.1%) missing values | Missing |
num_op_rev_tl has 70309 (3.1%) missing values | Missing |
num_rev_accts has 70310 (3.1%) missing values | Missing |
num_rev_tl_bal_gt_0 has 70309 (3.1%) missing values | Missing |
num_sats has 58623 (2.6%) missing values | Missing |
num_tl_120dpd_2m has 153690 (6.8%) missing values | Missing |
num_tl_30dpd has 70309 (3.1%) missing values | Missing |
num_tl_90g_dpd_24m has 70309 (3.1%) missing values | Missing |
num_tl_op_past_12m has 70309 (3.1%) missing values | Missing |
pct_tl_nvr_dlq has 70464 (3.1%) missing values | Missing |
percent_bc_gt_75 has 75412 (3.3%) missing values | Missing |
tot_hi_cred_lim has 70309 (3.1%) missing values | Missing |
total_bal_ex_mort has 50063 (2.2%) missing values | Missing |
total_bc_limit has 50063 (2.2%) missing values | Missing |
total_il_high_credit_limit has 70309 (3.1%) missing values | Missing |
revol_bal_joint has 2152681 (95.2%) missing values | Missing |
sec_app_fico_range_low has 2152680 (95.2%) missing values | Missing |
sec_app_fico_range_high has 2152680 (95.2%) missing values | Missing |
sec_app_earliest_cr_line has 2152680 (95.2%) missing values | Missing |
sec_app_inq_last_6mths has 2152680 (95.2%) missing values | Missing |
sec_app_mort_acc has 2152680 (95.2%) missing values | Missing |
sec_app_open_acc has 2152680 (95.2%) missing values | Missing |
sec_app_revol_util has 2154517 (95.3%) missing values | Missing |
sec_app_open_act_il has 2152680 (95.2%) missing values | Missing |
sec_app_num_rev_accts has 2152680 (95.2%) missing values | Missing |
sec_app_chargeoff_within_12_mths has 2152680 (95.2%) missing values | Missing |
sec_app_collections_12_mths_ex_med has 2152680 (95.2%) missing values | Missing |
sec_app_mths_since_last_major_derog has 2224759 (98.4%) missing values | Missing |
hardship_type has 2249784 (99.5%) missing values | Missing |
hardship_reason has 2249784 (99.5%) missing values | Missing |
hardship_status has 2249784 (99.5%) missing values | Missing |
deferral_term has 2249784 (99.5%) missing values | Missing |
hardship_amount has 2249784 (99.5%) missing values | Missing |
hardship_start_date has 2249784 (99.5%) missing values | Missing |
hardship_end_date has 2249784 (99.5%) missing values | Missing |
payment_plan_start_date has 2249784 (99.5%) missing values | Missing |
hardship_length has 2249784 (99.5%) missing values | Missing |
hardship_dpd has 2249784 (99.5%) missing values | Missing |
hardship_loan_status has 2249784 (99.5%) missing values | Missing |
orig_projected_additional_accrued_interest has 2252050 (99.6%) missing values | Missing |
hardship_payoff_balance_amount has 2249784 (99.5%) missing values | Missing |
hardship_last_payment_amount has 2249784 (99.5%) missing values | Missing |
debt_settlement_flag_date has 2226455 (98.5%) missing values | Missing |
settlement_status has 2226455 (98.5%) missing values | Missing |
settlement_date has 2226455 (98.5%) missing values | Missing |
settlement_amount has 2226455 (98.5%) missing values | Missing |
settlement_percentage has 2226455 (98.5%) missing values | Missing |
settlement_term has 2226455 (98.5%) missing values | Missing |
annual_inc is highly skewed (γ1 = 493.8860884) | Skewed |
dti is highly skewed (γ1 = 29.20185447) | Skewed |
total_rec_late_fee is highly skewed (γ1 = 21.90352305) | Skewed |
annual_inc_joint is highly skewed (γ1 = 21.7445355) | Skewed |
acc_now_delinq is highly skewed (γ1 = 22.90797767) | Skewed |
tot_coll_amt is highly skewed (γ1 = 852.0101323) | Skewed |
total_rev_hi_lim is highly skewed (γ1 = 32.55742738) | Skewed |
delinq_amnt is highly skewed (γ1 = 102.6547743) | Skewed |
num_tl_120dpd_2m is highly skewed (γ1 = 55.80984712) | Skewed |
num_tl_30dpd is highly skewed (γ1 = 22.51746312) | Skewed |
tax_liens is highly skewed (γ1 = 32.07091145) | Skewed |
sec_app_chargeoff_within_12_mths is highly skewed (γ1 = 20.27699345) | Skewed |
id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
member_id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
delinq_2yrs has 1839108 (81.4%) zeros | Zeros |
inq_last_6mths has 1381722 (61.1%) zeros | Zeros |
pub_rec has 1902758 (84.2%) zeros | Zeros |
out_prncp has 1352764 (59.8%) zeros | Zeros |
out_prncp_inv has 1352764 (59.8%) zeros | Zeros |
total_rec_late_fee has 2173513 (96.1%) zeros | Zeros |
recoveries has 2075236 (91.8%) zeros | Zeros |
collection_recovery_fee has 2083655 (92.2%) zeros | Zeros |
last_fico_range_low has 37326 (1.7%) zeros | Zeros |
collections_12_mths_ex_med has 2223085 (98.3%) zeros | Zeros |
acc_now_delinq has 2251857 (99.6%) zeros | Zeros |
tot_coll_amt has 1856129 (82.1%) zeros | Zeros |
open_acc_6m has 627966 (27.8%) zeros | Zeros |
open_act_il has 165848 (7.3%) zeros | Zeros |
open_il_12m has 760254 (33.6%) zeros | Zeros |
open_il_24m has 377489 (16.7%) zeros | Zeros |
total_bal_il has 158666 (7.0%) zeros | Zeros |
open_rv_12m has 513716 (22.7%) zeros | Zeros |
open_rv_24m has 223783 (9.9%) zeros | Zeros |
max_bal_bc has 35917 (1.6%) zeros | Zeros |
inq_fi has 697142 (30.8%) zeros | Zeros |
total_cu_tl has 753128 (33.3%) zeros | Zeros |
inq_last_12m has 400090 (17.7%) zeros | Zeros |
acc_open_past_24mths has 100270 (4.4%) zeros | Zeros |
bc_open_to_buy has 30767 (1.4%) zeros | Zeros |
bc_util has 27885 (1.2%) zeros | Zeros |
chargeoff_within_12_mths has 2243339 (99.2%) zeros | Zeros |
delinq_amnt has 2253465 (99.7%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 33747 (1.5%) zeros | Zeros |
mo_sin_rcnt_tl has 34923 (1.5%) zeros | Zeros |
mort_acc has 929606 (41.1%) zeros | Zeros |
mths_since_recent_inq has 168927 (7.5%) zeros | Zeros |
num_accts_ever_120_pd has 1687416 (74.6%) zeros | Zeros |
num_actv_bc_tl has 50061 (2.2%) zeros | Zeros |
num_bc_sats has 23661 (1.0%) zeros | Zeros |
num_il_tl has 68944 (3.0%) zeros | Zeros |
num_tl_120dpd_2m has 2105738 (93.1%) zeros | Zeros |
num_tl_30dpd has 2184561 (96.6%) zeros | Zeros |
num_tl_90g_dpd_24m has 2073060 (91.7%) zeros | Zeros |
num_tl_op_past_12m has 415975 (18.4%) zeros | Zeros |
percent_bc_gt_75 has 598711 (26.5%) zeros | Zeros |
pub_rec_bankruptcies has 1987383 (87.9%) zeros | Zeros |
tax_liens has 2195933 (97.1%) zeros | Zeros |
total_bc_limit has 25349 (1.1%) zeros | Zeros |
total_il_high_credit_limit has 263497 (11.7%) zeros | Zeros |
sec_app_inq_last_6mths has 65252 (2.9%) zeros | Zeros |
sec_app_mort_acc has 42218 (1.9%) zeros | Zeros |
sec_app_chargeoff_within_12_mths has 105117 (4.6%) zeros | Zeros |
sec_app_collections_12_mths_ex_med has 101793 (4.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-26 11:58:35.314930 |
|---|---|
| Analysis finished | 2025-07-26 12:00:32.049626 |
| Duration | 1 minute and 56.73 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
id
Unsupported
Rejected  Unsupported 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 78.9 MiB |
member_id
Unsupported
Missing  Rejected  Unsupported 
| Missing | 2260701 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 17.2 MiB |
loan_amnt
Real number (ℝ)
| Distinct | 1572 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15046.93123 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3250 |
| Q1 | 8000 |
| median | 12900 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9190.245488 |
|---|---|
| Coefficient of variation (CV) | 0.6107720803 |
| Kurtosis | -0.1194391577 |
| Mean | 15046.93123 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7777823287 |
| Sum | 3.401611592 × 1010 |
| Variance | 84460612.13 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 187236 | 8.3% |
| 20000 | 131006 | 5.8% |
| 15000 | 123226 | 5.5% |
| 12000 | 121681 | 5.4% |
| 35000 | 86285 | 3.8% |
| 5000 | 84765 | 3.7% |
| 8000 | 75033 | 3.3% |
| 6000 | 72089 | 3.2% |
| 25000 | 66453 | 2.9% |
| 16000 | 66418 | 2.9% |
| Other values (1562) | 1246476 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 6 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 33368 | |
| 39975 | 11 | < 0.1% |
| 39950 | 10 | < 0.1% |
| 39925 | 14 | < 0.1% |
| 39900 | 24 | < 0.1% |
funded_amnt
Real number (ℝ)
| Distinct | 1572 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15041.66406 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3250 |
| Q1 | 8000 |
| median | 12875 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9188.413022 |
|---|---|
| Coefficient of variation (CV) | 0.6108641296 |
| Kurtosis | -0.1170090387 |
| Mean | 15041.66406 |
| Median Absolute Deviation (MAD) | 6175 |
| Skewness | 0.7787785936 |
| Sum | 3.40042086 × 1010 |
| Variance | 84426933.87 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 187146 | 8.3% |
| 20000 | 130816 | 5.8% |
| 15000 | 123110 | 5.4% |
| 12000 | 121588 | 5.4% |
| 35000 | 86147 | 3.8% |
| 5000 | 84751 | 3.7% |
| 8000 | 75020 | 3.3% |
| 6000 | 72075 | 3.2% |
| 16000 | 66331 | 2.9% |
| 25000 | 66176 | 2.9% |
| Other values (1562) | 1247508 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 550 | 1 | < 0.1% |
| 600 | 6 | |
| 700 | 3 | < 0.1% |
| 725 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 33368 | |
| 39975 | 11 | < 0.1% |
| 39950 | 10 | < 0.1% |
| 39925 | 14 | < 0.1% |
| 39900 | 24 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 10057 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15023.43775 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 233 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3200 |
| Q1 | 8000 |
| median | 12800 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 9192.331679 |
|---|---|
| Coefficient of variation (CV) | 0.6118660612 |
| Kurtosis | -0.1166814573 |
| Mean | 15023.43775 |
| Median Absolute Deviation (MAD) | 6200 |
| Skewness | 0.7782542751 |
| Sum | 3.396300496 × 1010 |
| Variance | 84498961.69 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 177561 | 7.9% |
| 20000 | 120453 | 5.3% |
| 15000 | 114539 | 5.1% |
| 12000 | 114068 | 5.0% |
| 5000 | 81999 | 3.6% |
| 35000 | 76093 | 3.4% |
| 8000 | 71528 | 3.2% |
| 6000 | 69475 | 3.1% |
| 16000 | 61840 | 2.7% |
| 25000 | 60610 | 2.7% |
| Other values (10047) | 1312502 |
| Value | Count | Frequency (%) |
| 0 | 233 | |
| 0.000121098108 | 1 | < 0.1% |
| 0.000185369401 | 1 | < 0.1% |
| 0.000242055511 | 1 | < 0.1% |
| 0.000531133069 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 31767 | |
| 39975 | 616 | < 0.1% |
| 39950 | 218 | < 0.1% |
| 39925 | 58 | < 0.1% |
| 39900 | 29 | < 0.1% |
term
Text
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 127.2 MiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 60 months |
| 4th row | 60 months |
| 5th row | 60 months |
| Value | Count | Frequency (%) |
| months | 2260668 | |
| 36 | 1609754 | |
| 60 | 650914 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22606680 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22606680 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22606680 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4521336 | ||
| 6 | 2260668 | |
| m | 2260668 | |
| o | 2260668 | |
| n | 2260668 | |
| t | 2260668 | |
| h | 2260668 | |
| s | 2260668 | |
| 3 | 1609754 | 7.1% |
| 0 | 650914 | 2.9% |
int_rate
Real number (ℝ)
| Distinct | 673 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.09282912 |
| Minimum | 5.31 |
|---|---|
| Maximum | 30.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 5.31 |
|---|---|
| 5-th percentile | 6.49 |
| Q1 | 9.49 |
| median | 12.62 |
| Q3 | 15.99 |
| 95-th percentile | 22.15 |
| Maximum | 30.99 |
| Range | 25.68 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 4.832138365 |
|---|---|
| Coefficient of variation (CV) | 0.36906755 |
| Kurtosis | 0.5940245697 |
| Mean | 13.09282912 |
| Median Absolute Deviation (MAD) | 3.18 |
| Skewness | 0.7680705625 |
| Sum | 29598539.81 |
| Variance | 23.34956117 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.99 | 53869 | 2.4% |
| 5.32 | 47171 | 2.1% |
| 10.99 | 44165 | 2.0% |
| 13.99 | 43025 | 1.9% |
| 11.49 | 32010 | 1.4% |
| 16.99 | 30564 | 1.4% |
| 12.99 | 29276 | 1.3% |
| 7.89 | 28514 | 1.3% |
| 9.17 | 27835 | 1.2% |
| 15.61 | 25208 | 1.1% |
| Other values (663) | 1899031 |
| Value | Count | Frequency (%) |
| 5.31 | 8613 | 0.4% |
| 5.32 | 47171 | |
| 5.42 | 573 | < 0.1% |
| 5.79 | 410 | < 0.1% |
| 5.93 | 1812 | 0.1% |
| Value | Count | Frequency (%) |
| 30.99 | 819 | |
| 30.94 | 733 | |
| 30.89 | 699 | |
| 30.84 | 755 | |
| 30.79 | 1572 |
installment
Real number (ℝ)
| Distinct | 93301 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.8068229 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 110.43 |
| Q1 | 251.65 |
| median | 377.99 |
| Q3 | 593.32 |
| 95-th percentile | 984.47 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 341.67 |
Descriptive statistics
| Standard deviation | 267.1735346 |
|---|---|
| Coefficient of variation (CV) | 0.5993033774 |
| Kurtosis | 0.6898790426 |
| Mean | 445.8068229 |
| Median Absolute Deviation (MAD) | 157.63 |
| Skewness | 1.001780569 |
| Sum | 1007821219 |
| Variance | 71381.6976 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 4420 | 0.2% |
| 332.1 | 4153 | 0.2% |
| 361.38 | 3704 | 0.2% |
| 327.34 | 3353 | 0.1% |
| 602.3 | 3095 | 0.1% |
| 451.73 | 3076 | 0.1% |
| 329.72 | 2614 | 0.1% |
| 166.05 | 2508 | 0.1% |
| 498.15 | 2410 | 0.1% |
| 180.69 | 2364 | 0.1% |
| Other values (93291) | 2228971 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 15.67 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | < 0.1% |
| 1714.54 | 6 | |
| 1691.28 | 2 | < 0.1% |
grade
Text
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 107.8 MiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | B |
| 4th row | C |
| 5th row | F |
| Value | Count | Frequency (%) |
| b | 663557 | |
| c | 650053 | |
| a | 433027 | |
| d | 324424 | |
| e | 135639 | 6.0% |
| f | 41800 | 1.8% |
| g | 12168 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 6.0% |
| F | 41800 | 1.8% |
| G | 12168 | 0.5% |
sub_grade
Text
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 110.0 MiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C4 |
|---|---|
| 2nd row | C1 |
| 3rd row | B4 |
| 4th row | C5 |
| 5th row | F1 |
| Value | Count | Frequency (%) |
| c1 | 145903 | 6.5% |
| b5 | 140288 | 6.2% |
| b4 | 139793 | 6.2% |
| b3 | 131514 | 5.8% |
| c2 | 131116 | 5.8% |
| c3 | 129193 | 5.7% |
| c4 | 127115 | 5.6% |
| b2 | 126621 | 5.6% |
| b1 | 125341 | 5.5% |
| c5 | 116726 | 5.2% |
| Other values (25) | 947058 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 663557 | |
| C | 650053 | |
| 1 | 490913 | |
| 4 | 450277 | |
| 2 | 442115 | |
| 5 | 442060 | |
| 3 | 435303 | |
| A | 433027 | |
| D | 324424 | |
| E | 135639 | 3.0% |
| Other values (2) | 53968 | 1.2% |
emp_title
Text
Missing 
| Distinct | 512694 |
|---|---|
| Distinct (%) | 24.5% |
| Missing | 167002 |
| Missing (%) | 7.4% |
| Memory size | 134.1 MiB |
Length
| Max length | 78 |
|---|---|
| Median length | 57 |
| Mean length | 15.59612771 |
| Min length | 1 |
Unique
| Unique | 387287 ? |
|---|---|
| Unique (%) | 18.5% |
Sample
| 1st row | leadman |
|---|---|
| 2nd row | Engineer |
| 3rd row | truck driver |
| 4th row | Information Systems Officer |
| 5th row | Contract Specialist |
| Value | Count | Frequency (%) |
| manager | 305625 | 7.2% |
| director | 80439 | 1.9% |
| assistant | 72742 | 1.7% |
| sales | 72204 | 1.7% |
| supervisor | 58337 | 1.4% |
| teacher | 57228 | 1.3% |
| specialist | 55010 | 1.3% |
| of | 54332 | 1.3% |
| senior | 52896 | 1.2% |
| engineer | 52508 | 1.2% |
| Other values (101705) | 3406104 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 32653597 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 32653597 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 32653597 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3491625 | 10.7% |
| r | 2802534 | 8.6% |
| a | 2538574 | 7.8% |
| 2377318 | 7.3% | |
| i | 2248840 | 6.9% |
| n | 2200411 | 6.7% |
| t | 2010915 | 6.2% |
| o | 1622361 | 5.0% |
| s | 1581963 | 4.8% |
| c | 1365755 | 4.2% |
| Other values (160) | 10413301 |
emp_length
Text
Missing 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 146940 |
| Missing (%) | 6.5% |
| Memory size | 118.8 MiB |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.727421407 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 10+ years |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 3 years |
| Value | Count | Frequency (%) |
| years | 1775370 | |
| 10 | 748005 | |
| 1 | 338391 | 7.7% |
| year | 338391 | 7.7% |
| 2 | 203677 | 4.6% |
| 189988 | 4.3% | |
| 3 | 180753 | 4.1% |
| 5 | 139698 | 3.2% |
| 4 | 136605 | 3.1% |
| 6 | 102628 | 2.3% |
| Other values (3) | 264004 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16333922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16333922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16333922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2303749 | ||
| y | 2113761 | |
| e | 2113761 | |
| a | 2113761 | |
| r | 2113761 | |
| s | 1775370 | |
| 1 | 1086396 | |
| 0 | 748005 | 4.6% |
| + | 748005 | 4.6% |
| 2 | 203677 | 1.2% |
| Other values (8) | 1013676 |
home_ownership
Text
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 118.3 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.854287759 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | MORTGAGE |
| 3rd row | MORTGAGE |
| 4th row | MORTGAGE |
| 5th row | MORTGAGE |
| Value | Count | Frequency (%) |
| mortgage | 1111450 | |
| rent | 894929 | |
| own | 253057 | 11.2% |
| any | 996 | < 0.1% |
| other | 182 | < 0.1% |
| none | 54 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13234601 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13234601 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13234601 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 2222900 | |
| E | 2006615 | |
| R | 2006561 | |
| T | 2006561 | |
| O | 1364743 | |
| N | 1149090 | |
| A | 1112446 | |
| M | 1111450 | |
| W | 253057 | 1.9% |
| Y | 996 | < 0.1% |
annual_inc
Real number (ℝ)
Skewed 
| Distinct | 89368 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 37 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77992.42869 |
| Minimum | 0 |
|---|---|
| Maximum | 110000000 |
| Zeros | 1667 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27600 |
| Q1 | 46000 |
| median | 65000 |
| Q3 | 93000 |
| 95-th percentile | 160000 |
| Maximum | 110000000 |
| Range | 110000000 |
| Interquartile range (IQR) | 47000 |
Descriptive statistics
| Standard deviation | 112696.1996 |
|---|---|
| Coefficient of variation (CV) | 1.444963331 |
| Kurtosis | 439001.6589 |
| Mean | 77992.42869 |
| Median Absolute Deviation (MAD) | 22000 |
| Skewness | 493.8860884 |
| Sum | 1.763146758 × 1011 |
| Variance | 1.27004334 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 87189 | 3.9% |
| 50000 | 76355 | 3.4% |
| 65000 | 64903 | 2.9% |
| 70000 | 62078 | 2.7% |
| 80000 | 59833 | 2.6% |
| 40000 | 59684 | 2.6% |
| 75000 | 58459 | 2.6% |
| 45000 | 54534 | 2.4% |
| 55000 | 51583 | 2.3% |
| 100000 | 46977 | 2.1% |
| Other values (89358) | 1639069 |
| Value | Count | Frequency (%) |
| 0 | 1667 | |
| 0.36 | 1 | < 0.1% |
| 1 | 42 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000 | 1 | |
| 61000000 | 1 | |
| 10999200 | 1 | |
| 9930475 | 1 | |
| 9757200 | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 131.6 MiB |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.06200335 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
| Value | Count | Frequency (%) |
| verified | 2260668 | |
| source | 886231 | 22.8% |
| not | 744806 | 19.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 27268185 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 27268185 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 27268185 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5407567 | |
| i | 4521336 | |
| r | 3146899 | |
| V | 2260668 | |
| f | 2260668 | |
| d | 2260668 | |
| o | 1631037 | 6.0% |
| 1631037 | 6.0% | |
| S | 886231 | 3.3% |
| u | 886231 | 3.3% |
| Other values (3) | 2375843 |
issue_d
Text
| Distinct | 139 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 122.9 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Dec-2015 |
|---|---|
| 2nd row | Dec-2015 |
| 3rd row | Dec-2015 |
| 4th row | Dec-2015 |
| 5th row | Dec-2015 |
| Value | Count | Frequency (%) |
| mar-2016 | 61992 | 2.7% |
| oct-2015 | 48631 | 2.2% |
| may-2018 | 46311 | 2.0% |
| oct-2018 | 46305 | 2.0% |
| aug-2018 | 46079 | 2.0% |
| jul-2015 | 45962 | 2.0% |
| dec-2015 | 44343 | 2.0% |
| aug-2017 | 43573 | 1.9% |
| jul-2018 | 43089 | 1.9% |
| apr-2018 | 42928 | 1.9% |
| Other values (129) | 1791455 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2314035 | 12.8% |
| 0 | 2281482 | 12.6% |
| 1 | 2274112 | 12.6% |
| - | 2260668 | 12.5% |
| u | 591666 | 3.3% |
| J | 552585 | 3.1% |
| a | 537743 | 3.0% |
| e | 515755 | 2.9% |
| 8 | 497635 | 2.8% |
| 7 | 444182 | 2.5% |
| Other values (23) | 5815481 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18085344 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2314035 | 12.8% |
| 0 | 2281482 | 12.6% |
| 1 | 2274112 | 12.6% |
| - | 2260668 | 12.5% |
| u | 591666 | 3.3% |
| J | 552585 | 3.1% |
| a | 537743 | 3.0% |
| e | 515755 | 2.9% |
| 8 | 497635 | 2.8% |
| 7 | 444182 | 2.5% |
| Other values (23) | 5815481 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18085344 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2314035 | 12.8% |
| 0 | 2281482 | 12.6% |
| 1 | 2274112 | 12.6% |
| - | 2260668 | 12.5% |
| u | 591666 | 3.3% |
| J | 552585 | 3.1% |
| a | 537743 | 3.0% |
| e | 515755 | 2.9% |
| 8 | 497635 | 2.8% |
| 7 | 444182 | 2.5% |
| Other values (23) | 5815481 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18085344 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2314035 | 12.8% |
| 0 | 2281482 | 12.6% |
| 1 | 2274112 | 12.6% |
| - | 2260668 | 12.5% |
| u | 591666 | 3.3% |
| J | 552585 | 3.1% |
| a | 537743 | 3.0% |
| e | 515755 | 2.9% |
| 8 | 497635 | 2.8% |
| 7 | 444182 | 2.5% |
| Other values (23) | 5815481 |
loan_status
Text
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 125.3 MiB |
Length
| Max length | 51 |
|---|---|
| Median length | 50 |
| Mean length | 9.110248829 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Fully Paid |
| 4th row | Current |
| 5th row | Fully Paid |
| Value | Count | Frequency (%) |
| paid | 1078739 | |
| fully | 1076751 | |
| current | 878317 | |
| off | 269320 | 7.3% |
| charged | 268559 | 7.3% |
| late | 25816 | 0.7% |
| days | 25816 | 0.7% |
| 31-120 | 21467 | 0.6% |
| grace | 8436 | 0.2% |
| period | 8436 | 0.2% |
| Other values (11) | 32068 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20595248 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20595248 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20595248 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2160267 | 10.5% |
| r | 2045575 | 9.9% |
| u | 1959845 | 9.5% |
| 1433057 | 7.0% | |
| a | 1410916 | 6.9% |
| d | 1385060 | 6.7% |
| e | 1204110 | 5.8% |
| C | 1147637 | 5.6% |
| y | 1107304 | 5.4% |
| i | 1092673 | 5.3% |
| Other values (28) | 5648804 |
pymnt_plan
Text
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 107.8 MiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | n |
|---|---|
| 2nd row | n |
| 3rd row | n |
| 4th row | n |
| 5th row | n |
| Value | Count | Frequency (%) |
| n | 2260048 | |
| y | 620 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2260048 | |
| y | 620 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 2260048 | |
| y | 620 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 2260048 | |
| y | 620 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 2260048 | |
| y | 620 | < 0.1% |
url
URL
| Distinct | 2260668 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 246.4 MiB |
| https://lendingclub.com/browse/loanDetail.action?loan_id=68407277 | 1 |
|---|---|
| https://lendingclub.com/browse/loanDetail.action?loan_id=134288565 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134545653 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134958365 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134108812 | 1 |
| Other values (2260663) | |
| (Missing) | 33 |
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loanDetail.action?loan_id=68407277 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134288565 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134545653 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134958365 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134108812 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134708872 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134799148 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134852755 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134768457 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=134957574 | 1 | < 0.1% |
| Other values (2260658) | 2260658 | |
| (Missing) | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| https | 2260668 | |
| (Missing) | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| lendingclub.com | 2260668 | |
| (Missing) | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| /browse/loanDetail.action | 2260668 | |
| (Missing) | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| loan_id=68407277 | 1 | < 0.1% |
| loan_id=134288565 | 1 | < 0.1% |
| loan_id=134898754 | 1 | < 0.1% |
| loan_id=134545653 | 1 | < 0.1% |
| loan_id=134958365 | 1 | < 0.1% |
| loan_id=134108812 | 1 | < 0.1% |
| loan_id=134708872 | 1 | < 0.1% |
| loan_id=134799148 | 1 | < 0.1% |
| loan_id=134852755 | 1 | < 0.1% |
| loan_id=134923839 | 1 | < 0.1% |
| Other values (2260658) | 2260658 | |
| (Missing) | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 2260668 | ||
| (Missing) | 33 | < 0.1% |
desc
Text
Missing 
| Distinct | 124500 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 2134636 |
| Missing (%) | 94.4% |
| Memory size | 100.3 MiB |
Length
| Max length | 3988 |
|---|---|
| Median length | 2915 |
| Mean length | 239.9687304 |
| Min length | 1 |
Unique
| Unique | 123664 ? |
|---|---|
| Unique (%) | 98.1% |
Sample
| 1st row | We knew that using our credit cards to finance an adoption would squeeze us, but then medical and other unexpected expenses made the situation almost impossible. We are a stable family in a stable community. We just need to break a cycle of debt that is getting worse. |
|---|---|
| 2nd row | I had a bad year two years ago, with some late and missed payments. I'm doing much better now, but I've got fees and some higher interest bits that have added up on top of the other stuff, and it's a little crazy. I'm hoping doing it thru Lending Club will make it easier - and cheaper - to pay off. |
| 3rd row | Lenders, I have the ability to pay off my current debt but, would like the ability to be able to put some extra money off to the side and build my personal savings account. The lower interest rate of roughly 7% would enable me to do that. I'm willing to share my credit report to anyone that is willing to help out. Please consider my application. Thank you, |
| 4th row | I paid off my first Prosper loan, but had an emergency and took out a second Prosper loan, but at a very high interest rate - and I would like the opportunity to get the interest rate lowered. This loan would be used to pay off the second Prosper Loan. |
| 5th row |
| Value | Count | Frequency (%) |
| to | 207772 | 3.9% |
| on | 187351 | 3.5% |
| i | 182058 | 3.4% |
| 156828 | 2.9% | |
| added | 146511 | 2.7% |
| borrower | 146436 | 2.7% |
| and | 138186 | 2.6% |
| my | 132749 | 2.5% |
| a | 124496 | 2.3% |
| the | 114497 | 2.1% |
| Other values (85678) | 3859588 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5610791 | ||
| e | 2440743 | 8.1% |
| o | 1999319 | 6.6% |
| a | 1833374 | 6.1% |
| r | 1711569 | 5.7% |
| t | 1648389 | 5.4% |
| n | 1558655 | 5.2% |
| d | 1280178 | 4.2% |
| i | 1246265 | 4.1% |
| s | 1023905 | 3.4% |
| Other values (132) | 9898470 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30251658 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5610791 | ||
| e | 2440743 | 8.1% |
| o | 1999319 | 6.6% |
| a | 1833374 | 6.1% |
| r | 1711569 | 5.7% |
| t | 1648389 | 5.4% |
| n | 1558655 | 5.2% |
| d | 1280178 | 4.2% |
| i | 1246265 | 4.1% |
| s | 1023905 | 3.4% |
| Other values (132) | 9898470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30251658 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5610791 | ||
| e | 2440743 | 8.1% |
| o | 1999319 | 6.6% |
| a | 1833374 | 6.1% |
| r | 1711569 | 5.7% |
| t | 1648389 | 5.4% |
| n | 1558655 | 5.2% |
| d | 1280178 | 4.2% |
| i | 1246265 | 4.1% |
| s | 1023905 | 3.4% |
| Other values (132) | 9898470 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30251658 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5610791 | ||
| e | 2440743 | 8.1% |
| o | 1999319 | 6.6% |
| a | 1833374 | 6.1% |
| r | 1711569 | 5.7% |
| t | 1648389 | 5.4% |
| n | 1558655 | 5.2% |
| d | 1280178 | 4.2% |
| i | 1246265 | 4.1% |
| s | 1023905 | 3.4% |
| Other values (132) | 9898470 |
purpose
Text
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 137.5 MiB |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.79247594 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | small_business |
| 3rd row | home_improvement |
| 4th row | debt_consolidation |
| 5th row | major_purchase |
| Value | Count | Frequency (%) |
| debt_consolidation | 1277877 | |
| credit_card | 516971 | |
| home_improvement | 150457 | 6.7% |
| other | 139440 | 6.2% |
| major_purchase | 50445 | 2.2% |
| medical | 27488 | 1.2% |
| small_business | 24689 | 1.1% |
| car | 24013 | 1.1% |
| vacation | 15525 | 0.7% |
| moving | 15403 | 0.7% |
| Other values (4) | 18360 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 33440877 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 33440877 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 33440877 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 4369918 | |
| d | 3622318 | |
| t | 3378571 | |
| i | 3309066 | |
| n | 2767497 | |
| e | 2512421 | |
| c | 2429714 | |
| _ | 2021884 | 6.0% |
| a | 2005271 | 6.0% |
| r | 1451632 | 4.3% |
| Other values (12) | 5572585 |
title
Text
Missing 
| Distinct | 63154 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 23359 |
| Missing (%) | 1.0% |
| Memory size | 143.0 MiB |
Length
| Max length | 80 |
|---|---|
| Median length | 18 |
| Mean length | 17.69166314 |
| Min length | 2 |
Unique
| Unique | 53972 ? |
|---|---|
| Unique (%) | 2.4% |
Sample
| 1st row | Debt consolidation |
|---|---|
| 2nd row | Business |
| 3rd row | Debt consolidation |
| 4th row | Major purchase |
| 5th row | Debt consolidation |
| Value | Count | Frequency (%) |
| consolidation | 1205787 | |
| debt | 1205393 | |
| credit | 500182 | |
| card | 492012 | |
| refinancing | 470712 | 9.7% |
| home | 158543 | 3.3% |
| improvement | 142244 | 2.9% |
| other | 128158 | 2.6% |
| purchase | 46224 | 0.9% |
| major | 45589 | 0.9% |
| Other values (17775) | 479382 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 4285974 | |
| i | 4217999 | |
| o | 4168357 | |
| t | 3282969 | 8.3% |
| e | 3079270 | 7.8% |
| 2645801 | 6.7% | |
| a | 2531407 | 6.4% |
| d | 2302500 | 5.8% |
| c | 2285045 | 5.8% |
| r | 1933321 | 4.9% |
| Other values (98) | 8849658 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 39582301 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 4285974 | |
| i | 4217999 | |
| o | 4168357 | |
| t | 3282969 | 8.3% |
| e | 3079270 | 7.8% |
| 2645801 | 6.7% | |
| a | 2531407 | 6.4% |
| d | 2302500 | 5.8% |
| c | 2285045 | 5.8% |
| r | 1933321 | 4.9% |
| Other values (98) | 8849658 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 39582301 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 4285974 | |
| i | 4217999 | |
| o | 4168357 | |
| t | 3282969 | 8.3% |
| e | 3079270 | 7.8% |
| 2645801 | 6.7% | |
| a | 2531407 | 6.4% |
| d | 2302500 | 5.8% |
| c | 2285045 | 5.8% |
| r | 1933321 | 4.9% |
| Other values (98) | 8849658 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 39582301 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 4285974 | |
| i | 4217999 | |
| o | 4168357 | |
| t | 3282969 | 8.3% |
| e | 3079270 | 7.8% |
| 2645801 | 6.7% | |
| a | 2531407 | 6.4% |
| d | 2302500 | 5.8% |
| c | 2285045 | 5.8% |
| r | 1933321 | 4.9% |
| Other values (98) | 8849658 |
zip_code
Text
| Distinct | 956 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 34 |
| Missing (%) | < 0.1% |
| Memory size | 116.4 MiB |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 190xx |
|---|---|
| 2nd row | 577xx |
| 3rd row | 605xx |
| 4th row | 076xx |
| 5th row | 174xx |
| Value | Count | Frequency (%) |
| 112xx | 23908 | 1.1% |
| 945xx | 23782 | 1.1% |
| 750xx | 23649 | 1.0% |
| 606xx | 21192 | 0.9% |
| 300xx | 20497 | 0.9% |
| 331xx | 19051 | 0.8% |
| 070xx | 18316 | 0.8% |
| 770xx | 17719 | 0.8% |
| 891xx | 17162 | 0.8% |
| 100xx | 17103 | 0.8% |
| Other values (946) | 2058288 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 4521334 | |
| 0 | 1002006 | 8.9% |
| 1 | 802911 | 7.1% |
| 3 | 760539 | 6.7% |
| 2 | 710832 | 6.3% |
| 7 | 672375 | 5.9% |
| 9 | 659951 | 5.8% |
| 4 | 582456 | 5.2% |
| 8 | 551306 | 4.9% |
| 5 | 543273 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11303335 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| x | 4521334 | |
| 0 | 1002006 | 8.9% |
| 1 | 802911 | 7.1% |
| 3 | 760539 | 6.7% |
| 2 | 710832 | 6.3% |
| 7 | 672375 | 5.9% |
| 9 | 659951 | 5.8% |
| 4 | 582456 | 5.2% |
| 8 | 551306 | 4.9% |
| 5 | 543273 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11303335 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| x | 4521334 | |
| 0 | 1002006 | 8.9% |
| 1 | 802911 | 7.1% |
| 3 | 760539 | 6.7% |
| 2 | 710832 | 6.3% |
| 7 | 672375 | 5.9% |
| 9 | 659951 | 5.8% |
| 4 | 582456 | 5.2% |
| 8 | 551306 | 4.9% |
| 5 | 543273 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11303335 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| x | 4521334 | |
| 0 | 1002006 | 8.9% |
| 1 | 802911 | 7.1% |
| 3 | 760539 | 6.7% |
| 2 | 710832 | 6.3% |
| 7 | 672375 | 5.9% |
| 9 | 659951 | 5.8% |
| 4 | 582456 | 5.2% |
| 8 | 551306 | 4.9% |
| 5 | 543273 | 4.8% |
addr_state
Text
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 110.0 MiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PA |
|---|---|
| 2nd row | SD |
| 3rd row | IL |
| 4th row | NJ |
| 5th row | PA |
| Value | Count | Frequency (%) |
| ca | 314533 | 13.9% |
| ny | 186389 | 8.2% |
| tx | 186335 | 8.2% |
| fl | 161991 | 7.2% |
| il | 91173 | 4.0% |
| nj | 83132 | 3.7% |
| pa | 76939 | 3.4% |
| oh | 75132 | 3.3% |
| ga | 74196 | 3.3% |
| va | 62954 | 2.8% |
| Other values (41) | 947894 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 756605 | |
| N | 511961 | |
| C | 494590 | |
| L | 306207 | 6.8% |
| T | 283832 | 6.3% |
| M | 276061 | 6.1% |
| I | 242330 | 5.4% |
| Y | 213024 | 4.7% |
| O | 206879 | 4.6% |
| X | 186335 | 4.1% |
| Other values (14) | 1043512 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 756605 | |
| N | 511961 | |
| C | 494590 | |
| L | 306207 | 6.8% |
| T | 283832 | 6.3% |
| M | 276061 | 6.1% |
| I | 242330 | 5.4% |
| Y | 213024 | 4.7% |
| O | 206879 | 4.6% |
| X | 186335 | 4.1% |
| Other values (14) | 1043512 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 756605 | |
| N | 511961 | |
| C | 494590 | |
| L | 306207 | 6.8% |
| T | 283832 | 6.3% |
| M | 276061 | 6.1% |
| I | 242330 | 5.4% |
| Y | 213024 | 4.7% |
| O | 206879 | 4.6% |
| X | 186335 | 4.1% |
| Other values (14) | 1043512 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4521336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 756605 | |
| N | 511961 | |
| C | 494590 | |
| L | 306207 | 6.8% |
| T | 283832 | 6.3% |
| M | 276061 | 6.1% |
| I | 242330 | 5.4% |
| Y | 213024 | 4.7% |
| O | 206879 | 4.6% |
| X | 186335 | 4.1% |
| Other values (14) | 1043512 |
dti
Real number (ℝ)
Skewed 
| Distinct | 10845 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1744 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.82419644 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 1732 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4.94 |
| Q1 | 11.89 |
| median | 17.84 |
| Q3 | 24.49 |
| 95-th percentile | 33.88 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 14.18332854 |
|---|---|
| Coefficient of variation (CV) | 0.7534626294 |
| Kurtosis | 1755.261278 |
| Mean | 18.82419644 |
| Median Absolute Deviation (MAD) | 6.27 |
| Skewness | 29.20185447 |
| Sum | 42523050.31 |
| Variance | 201.1668086 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1732 | 0.1% |
| 18 | 1584 | 0.1% |
| 14.4 | 1577 | 0.1% |
| 16.8 | 1576 | 0.1% |
| 19.2 | 1566 | 0.1% |
| 15.6 | 1506 | 0.1% |
| 13.2 | 1496 | 0.1% |
| 12 | 1486 | 0.1% |
| 20.4 | 1424 | 0.1% |
| 21.6 | 1391 | 0.1% |
| Other values (10835) | 2243619 | |
| (Missing) | 1744 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 1732 | |
| 0.01 | 22 | < 0.1% |
| 0.02 | 35 | < 0.1% |
| 0.03 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 135 | |
| 995.6 | 1 | < 0.1% |
| 995.17 | 1 | < 0.1% |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
Zeros 
| Distinct | 37 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3068791612 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1839108 |
| Zeros (%) | 81.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8672303329 |
|---|---|
| Coefficient of variation (CV) | 2.825966839 |
| Kurtosis | 73.35208962 |
| Mean | 0.3068791612 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.929811375 |
| Sum | 693743 |
| Variance | 0.7520884503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1839108 | |
| 1 | 281353 | 12.4% |
| 2 | 81289 | 3.6% |
| 3 | 29542 | 1.3% |
| 4 | 13179 | 0.6% |
| 5 | 6599 | 0.3% |
| 6 | 3717 | 0.2% |
| 7 | 2062 | 0.1% |
| 8 | 1223 | 0.1% |
| 9 | 818 | < 0.1% |
| Other values (27) | 1749 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1839108 | |
| 1 | 281353 | 12.4% |
| 2 | 81289 | 3.6% |
| 3 | 29542 | 1.3% |
| 4 | 13179 | 0.6% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 35 | 1 |
earliest_cr_line
Text
| Distinct | 754 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Memory size | 122.9 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Aug-2003 |
|---|---|
| 2nd row | Dec-1999 |
| 3rd row | Aug-2000 |
| 4th row | Sep-2008 |
| 5th row | Jun-1998 |
| Value | Count | Frequency (%) |
| sep-2004 | 15400 | 0.7% |
| sep-2003 | 15215 | 0.7% |
| sep-2005 | 14780 | 0.7% |
| aug-2003 | 14669 | 0.6% |
| aug-2004 | 14413 | 0.6% |
| aug-2001 | 14355 | 0.6% |
| aug-2002 | 14322 | 0.6% |
| aug-2005 | 14207 | 0.6% |
| aug-2006 | 14143 | 0.6% |
| oct-2003 | 14108 | 0.6% |
| Other values (744) | 2115027 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2665949 | |
| - | 2260639 | 12.5% |
| 9 | 1872050 | 10.4% |
| 2 | 1520438 | 8.4% |
| 1 | 1333400 | 7.4% |
| u | 586592 | 3.2% |
| e | 563812 | 3.1% |
| a | 524771 | 2.9% |
| J | 522320 | 2.9% |
| 8 | 406030 | 2.2% |
| Other values (23) | 5829111 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18085112 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2665949 | |
| - | 2260639 | 12.5% |
| 9 | 1872050 | 10.4% |
| 2 | 1520438 | 8.4% |
| 1 | 1333400 | 7.4% |
| u | 586592 | 3.2% |
| e | 563812 | 3.1% |
| a | 524771 | 2.9% |
| J | 522320 | 2.9% |
| 8 | 406030 | 2.2% |
| Other values (23) | 5829111 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18085112 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2665949 | |
| - | 2260639 | 12.5% |
| 9 | 1872050 | 10.4% |
| 2 | 1520438 | 8.4% |
| 1 | 1333400 | 7.4% |
| u | 586592 | 3.2% |
| e | 563812 | 3.1% |
| a | 524771 | 2.9% |
| J | 522320 | 2.9% |
| 8 | 406030 | 2.2% |
| Other values (23) | 5829111 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18085112 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2665949 | |
| - | 2260639 | 12.5% |
| 9 | 1872050 | 10.4% |
| 2 | 1520438 | 8.4% |
| 1 | 1333400 | 7.4% |
| u | 586592 | 3.2% |
| e | 563812 | 3.1% |
| a | 524771 | 2.9% |
| J | 522320 | 2.9% |
| 8 | 406030 | 2.2% |
| Other values (23) | 5829111 |
fico_range_low
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 698.5882049 |
| Minimum | 610 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 610 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 675 |
| median | 690 |
| Q3 | 715 |
| 95-th percentile | 765 |
| Maximum | 845 |
| Range | 235 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.01037645 |
|---|---|
| Coefficient of variation (CV) | 0.04725298283 |
| Kurtosis | 1.315168369 |
| Mean | 698.5882049 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.192877206 |
| Sum | 1579276000 |
| Variance | 1089.684953 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 660 | 186580 | 8.3% |
| 670 | 182119 | 8.1% |
| 665 | 180759 | 8.0% |
| 680 | 167199 | 7.4% |
| 675 | 164016 | 7.3% |
| 685 | 148009 | 6.5% |
| 690 | 144690 | 6.4% |
| 695 | 130941 | 5.8% |
| 700 | 124184 | 5.5% |
| 705 | 113074 | 5.0% |
| Other values (38) | 719097 |
| Value | Count | Frequency (%) |
| 610 | 2 | < 0.1% |
| 615 | 1 | < 0.1% |
| 620 | 1 | < 0.1% |
| 625 | 2 | < 0.1% |
| 630 | 6 |
| Value | Count | Frequency (%) |
| 845 | 441 | < 0.1% |
| 840 | 572 | < 0.1% |
| 835 | 859 | < 0.1% |
| 830 | 1439 | |
| 825 | 2189 |
fico_range_high
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 702.5884 |
| Minimum | 614 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 614 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 679 |
| median | 694 |
| Q3 | 719 |
| 95-th percentile | 769 |
| Maximum | 850 |
| Range | 236 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 33.01124462 |
|---|---|
| Coefficient of variation (CV) | 0.0469851831 |
| Kurtosis | 1.316769731 |
| Mean | 702.5884 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.193116484 |
| Sum | 1588319113 |
| Variance | 1089.742271 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 664 | 186580 | 8.3% |
| 674 | 182119 | 8.1% |
| 669 | 180759 | 8.0% |
| 684 | 167199 | 7.4% |
| 679 | 164016 | 7.3% |
| 689 | 148009 | 6.5% |
| 694 | 144690 | 6.4% |
| 699 | 130941 | 5.8% |
| 704 | 124184 | 5.5% |
| 709 | 113074 | 5.0% |
| Other values (38) | 719097 |
| Value | Count | Frequency (%) |
| 614 | 2 | < 0.1% |
| 619 | 1 | < 0.1% |
| 624 | 1 | < 0.1% |
| 629 | 2 | < 0.1% |
| 634 | 6 |
| Value | Count | Frequency (%) |
| 850 | 441 | < 0.1% |
| 844 | 572 | < 0.1% |
| 839 | 859 | < 0.1% |
| 834 | 1439 | |
| 829 | 2189 |
inq_last_6mths
Real number (ℝ)
Zeros 
| Distinct | 28 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 63 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5768353889 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 1381722 |
| Zeros (%) | 61.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8859631584 |
|---|---|
| Coefficient of variation (CV) | 1.53590292 |
| Kurtosis | 9.57608952 |
| Mean | 0.5768353889 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.066186683 |
| Sum | 1304016 |
| Variance | 0.784930718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1381722 | |
| 1 | 584390 | |
| 2 | 200212 | 8.9% |
| 3 | 69009 | 3.1% |
| 4 | 17380 | 0.8% |
| 5 | 6232 | 0.3% |
| 6 | 1231 | 0.1% |
| 7 | 195 | < 0.1% |
| 8 | 122 | < 0.1% |
| 9 | 50 | < 0.1% |
| Other values (18) | 95 | < 0.1% |
| (Missing) | 63 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1381722 | |
| 1 | 584390 | |
| 2 | 200212 | 8.9% |
| 3 | 69009 | 3.1% |
| 4 | 17380 | 0.8% |
| Value | Count | Frequency (%) |
| 33 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 28 | 1 | |
| 27 | 1 |
mths_since_last_delinq
Real number (ℝ)
Missing 
| Distinct | 173 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1158535 |
| Missing (%) | 51.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.5409158 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 2637 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 31 |
| Q3 | 50 |
| 95-th percentile | 74 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.9004709 |
|---|---|
| Coefficient of variation (CV) | 0.6340443035 |
| Kurtosis | -0.6936426553 |
| Mean | 34.5409158 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4597452469 |
| Sum | 38069823 |
| Variance | 479.6306255 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 20967 | 0.9% |
| 13 | 20629 | 0.9% |
| 6 | 20615 | 0.9% |
| 9 | 20345 | 0.9% |
| 7 | 20139 | 0.9% |
| 14 | 19913 | 0.9% |
| 8 | 19575 | 0.9% |
| 15 | 19555 | 0.9% |
| 10 | 19371 | 0.9% |
| 18 | 19042 | 0.8% |
| Other values (163) | 902015 | |
| (Missing) | 1158535 |
| Value | Count | Frequency (%) |
| 0 | 2637 | 0.1% |
| 1 | 7100 | |
| 2 | 9853 | |
| 3 | 13089 | |
| 4 | 15506 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 202 | 1 | |
| 195 | 1 | |
| 192 | 1 | |
| 188 | 2 |
mths_since_last_record
Real number (ℝ)
Missing 
| Distinct | 129 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1901545 |
| Missing (%) | 84.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.31284177 |
| Minimum | 0 |
|---|---|
| Maximum | 129 |
| Zeros | 1296 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 55 |
| median | 74 |
| Q3 | 92 |
| 95-th percentile | 113 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 26.46409448 |
|---|---|
| Coefficient of variation (CV) | 0.3659667333 |
| Kurtosis | -0.4147973573 |
| Mean | 72.31284177 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.3692538065 |
| Sum | 25971591 |
| Variance | 700.3482964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 5448 | 0.2% |
| 80 | 5434 | 0.2% |
| 82 | 5405 | 0.2% |
| 77 | 5356 | 0.2% |
| 76 | 5326 | 0.2% |
| 81 | 5278 | 0.2% |
| 78 | 5263 | 0.2% |
| 75 | 5262 | 0.2% |
| 72 | 5176 | 0.2% |
| 71 | 5164 | 0.2% |
| Other values (119) | 306044 | 13.5% |
| (Missing) | 1901545 |
| Value | Count | Frequency (%) |
| 0 | 1296 | |
| 1 | 162 | < 0.1% |
| 2 | 180 | < 0.1% |
| 3 | 316 | < 0.1% |
| 4 | 385 | < 0.1% |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 127 | 1 | < 0.1% |
| 126 | 4 | < 0.1% |
| 125 | 3 | < 0.1% |
| 124 | 13 |
open_acc
Real number (ℝ)
| Distinct | 91 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.61240207 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 56 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.640861338 |
|---|---|
| Coefficient of variation (CV) | 0.4857618006 |
| Kurtosis | 3.446376782 |
| Mean | 11.61240207 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.315544951 |
| Sum | 26251449 |
| Variance | 31.81931664 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 195762 | 8.7% |
| 10 | 189737 | 8.4% |
| 8 | 188717 | 8.3% |
| 11 | 175101 | 7.7% |
| 7 | 172834 | 7.6% |
| 12 | 157331 | 7.0% |
| 6 | 145444 | 6.4% |
| 13 | 137502 | 6.1% |
| 14 | 118314 | 5.2% |
| 5 | 108565 | 4.8% |
| Other values (81) | 671332 |
| Value | Count | Frequency (%) |
| 0 | 56 | < 0.1% |
| 1 | 1644 | 0.1% |
| 2 | 10860 | 0.5% |
| 3 | 32428 | |
| 4 | 67827 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 97 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 91 | 1 |
pub_rec
Real number (ℝ)
Zeros 
| Distinct | 43 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1975277787 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 1902758 |
| Zeros (%) | 84.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5705150143 |
|---|---|
| Coefficient of variation (CV) | 2.888277377 |
| Kurtosis | 704.1159105 |
| Mean | 0.1975277787 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.37680843 |
| Sum | 446539 |
| Variance | 0.3254873815 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1902758 | |
| 1 | 305390 | 13.5% |
| 2 | 34154 | 1.5% |
| 3 | 10567 | 0.5% |
| 4 | 3872 | 0.2% |
| 5 | 1843 | 0.1% |
| 6 | 933 | < 0.1% |
| 7 | 427 | < 0.1% |
| 8 | 243 | < 0.1% |
| 9 | 143 | < 0.1% |
| Other values (33) | 309 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1902758 | |
| 1 | 305390 | 13.5% |
| 2 | 34154 | 1.5% |
| 3 | 10567 | 0.5% |
| 4 | 3872 | 0.2% |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 54 | 1 | |
| 52 | 1 |
revol_bal
Real number (ℝ)
| Distinct | 102251 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16658.45808 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 12562 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1572 |
| Q1 | 5950 |
| median | 11324 |
| Q3 | 20246 |
| 95-th percentile | 45164 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 14296 |
Descriptive statistics
| Standard deviation | 22948.30503 |
|---|---|
| Coefficient of variation (CV) | 1.377576779 |
| Kurtosis | 643.1980554 |
| Mean | 16658.45808 |
| Median Absolute Deviation (MAD) | 6381 |
| Skewness | 13.23198843 |
| Sum | 3.765924311 × 1010 |
| Variance | 526624703.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12562 | 0.6% |
| 8 | 216 | < 0.1% |
| 10 | 170 | < 0.1% |
| 2 | 169 | < 0.1% |
| 5 | 160 | < 0.1% |
| 5235 | 160 | < 0.1% |
| 6312 | 158 | < 0.1% |
| 5849 | 158 | < 0.1% |
| 5265 | 156 | < 0.1% |
| 6118 | 156 | < 0.1% |
| Other values (102241) | 2246603 |
| Value | Count | Frequency (%) |
| 0 | 12562 | |
| 1 | 123 | < 0.1% |
| 2 | 169 | < 0.1% |
| 3 | 151 | < 0.1% |
| 4 | 153 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 2559552 | 1 | |
| 2358150 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1430 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1835 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.33769625 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 13069 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 31.5 |
| median | 50.3 |
| Q3 | 69.4 |
| 95-th percentile | 91 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 37.9 |
Descriptive statistics
| Standard deviation | 24.71307332 |
|---|---|
| Coefficient of variation (CV) | 0.4909456563 |
| Kurtosis | -0.2226717499 |
| Mean | 50.33769625 |
| Median Absolute Deviation (MAD) | 18.9 |
| Skewness | 0.01255594308 |
| Sum | 113706110.6 |
| Variance | 610.735993 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13069 | 0.6% |
| 57 | 4324 | 0.2% |
| 48 | 4283 | 0.2% |
| 59 | 4272 | 0.2% |
| 61 | 4223 | 0.2% |
| 54 | 4190 | 0.2% |
| 58 | 4188 | 0.2% |
| 53 | 4185 | 0.2% |
| 55 | 4181 | 0.2% |
| 51 | 4175 | 0.2% |
| Other values (1420) | 2207776 |
| Value | Count | Frequency (%) |
| 0 | 13069 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 366.6 | 1 | |
| 193 | 1 | |
| 191 | 1 | |
| 184.6 | 1 |
total_acc
Real number (ℝ)
| Distinct | 152 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.16255227 |
| Minimum | 1 |
|---|---|
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 15 |
| median | 22 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 176 |
| Range | 175 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.98752832 |
|---|---|
| Coefficient of variation (CV) | 0.4961201194 |
| Kurtosis | 1.848815197 |
| Mean | 24.16255227 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.007455501 |
| Sum | 54622808 |
| Variance | 143.7008352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 82570 | 3.7% |
| 19 | 82012 | 3.6% |
| 18 | 81931 | 3.6% |
| 17 | 81378 | 3.6% |
| 21 | 81170 | 3.6% |
| 16 | 79655 | 3.5% |
| 22 | 79438 | 3.5% |
| 23 | 77691 | 3.4% |
| 15 | 77146 | 3.4% |
| 24 | 75330 | 3.3% |
| Other values (142) | 1462318 |
| Value | Count | Frequency (%) |
| 1 | 21 | < 0.1% |
| 2 | 1333 | 0.1% |
| 3 | 4244 | 0.2% |
| 4 | 10456 | |
| 5 | 16398 |
| Value | Count | Frequency (%) |
| 176 | 1 | |
| 173 | 1 | |
| 169 | 1 | |
| 165 | 1 | |
| 162 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 107.8 MiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | w |
|---|---|
| 2nd row | w |
| 3rd row | w |
| 4th row | w |
| 5th row | w |
| Value | Count | Frequency (%) |
| w | 1535467 | |
| f | 725201 |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 1535467 | |
| f | 725201 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| w | 1535467 | |
| f | 725201 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| w | 1535467 | |
| f | 725201 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| w | 1535467 | |
| f | 725201 |
out_prncp
Real number (ℝ)
Zeros 
| Distinct | 356141 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4206.891439 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 1352764 |
| Zeros (%) | 59.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6149.94 |
| 95-th percentile | 21077.135 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 6149.94 |
Descriptive statistics
| Standard deviation | 7343.238522 |
|---|---|
| Coefficient of variation (CV) | 1.745526032 |
| Kurtosis | 4.027761014 |
| Mean | 4206.891439 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.072895804 |
| Sum | 9510384856 |
| Variance | 53923151.99 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1352764 | |
| 8717.99 | 323 | < 0.1% |
| 8457.66 | 311 | < 0.1% |
| 8757.61 | 258 | < 0.1% |
| 33830.65 | 249 | < 0.1% |
| 8196.01 | 244 | < 0.1% |
| 9238.49 | 242 | < 0.1% |
| 8747.25 | 241 | < 0.1% |
| 7688.11 | 234 | < 0.1% |
| 8503.85 | 228 | < 0.1% |
| Other values (356131) | 905574 |
| Value | Count | Frequency (%) |
| 0 | 1352764 | |
| 0.01 | 6 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 3 | |
| 39595.02 | 1 | < 0.1% |
| 39541.82 | 1 | < 0.1% |
| 39507.58 | 1 | < 0.1% |
| 39501.1 | 1 | < 0.1% |
out_prncp_inv
Real number (ℝ)
Zeros 
| Distinct | 368481 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4205.965357 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 1352764 |
| Zeros (%) | 59.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6146.31 |
| 95-th percentile | 21076 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 6146.31 |
Descriptive statistics
| Standard deviation | 7342.332972 |
|---|---|
| Coefficient of variation (CV) | 1.745695066 |
| Kurtosis | 4.02985103 |
| Mean | 4205.965357 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.073302878 |
| Sum | 9508291291 |
| Variance | 53909853.48 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1352764 | |
| 8717.99 | 316 | < 0.1% |
| 8457.66 | 310 | < 0.1% |
| 8757.61 | 254 | < 0.1% |
| 8196.01 | 242 | < 0.1% |
| 9238.49 | 240 | < 0.1% |
| 33830.65 | 237 | < 0.1% |
| 8747.25 | 237 | < 0.1% |
| 7688.11 | 233 | < 0.1% |
| 8503.85 | 227 | < 0.1% |
| Other values (368471) | 905608 |
| Value | Count | Frequency (%) |
| 0 | 1352764 | |
| 0.01 | 6 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 3 | |
| 39595.02 | 1 | < 0.1% |
| 39541.82 | 1 | < 0.1% |
| 39507.58 | 1 | < 0.1% |
| 39501.1 | 1 | < 0.1% |
total_pymnt
Real number (ℝ)
| Distinct | 1633866 |
|---|---|
| Distinct (%) | 72.3% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12082.55683 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.87792 |
| Zeros | 949 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1362.37 |
| Q1 | 4546.4575 |
| median | 9329.72 |
| Q3 | 16940.86937 |
| 95-th percentile | 32824.63251 |
| Maximum | 63296.87792 |
| Range | 63296.87792 |
| Interquartile range (IQR) | 12394.41187 |
Descriptive statistics
| Standard deviation | 9901.383185 |
|---|---|
| Coefficient of variation (CV) | 0.8194774769 |
| Kurtosis | 1.354744602 |
| Mean | 12082.55683 |
| Median Absolute Deviation (MAD) | 5633.861795 |
| Skewness | 1.269316227 |
| Sum | 2.731464958 × 1010 |
| Variance | 98037388.98 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 949 | < 0.1% |
| 10838.35484 | 202 | < 0.1% |
| 11258.43637 | 190 | < 0.1% |
| 16257.52756 | 180 | < 0.1% |
| 2129.65 | 177 | < 0.1% |
| 1520.21 | 176 | < 0.1% |
| 13510.12859 | 166 | < 0.1% |
| 1572.8 | 154 | < 0.1% |
| 13006.0278 | 150 | < 0.1% |
| 2164.17 | 147 | < 0.1% |
| Other values (1633856) | 2258177 |
| Value | Count | Frequency (%) |
| 0 | 949 | |
| 0.75 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 16.58 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.87792 | 1 | |
| 62948.99096 | 1 | |
| 62884.79738 | 1 | |
| 62862.50673 | 1 | |
| 62837.63969 | 1 |
total_pymnt_inv
Real number (ℝ)
| Distinct | 1311099 |
|---|---|
| Distinct (%) | 58.0% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12064.39465 |
| Minimum | 0 |
|---|---|
| Maximum | 63296.88 |
| Zeros | 1227 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1352.57 |
| Q1 | 4531.8 |
| median | 9309.675 |
| Q3 | 16916.705 |
| 95-th percentile | 32803.403 |
| Maximum | 63296.88 |
| Range | 63296.88 |
| Interquartile range (IQR) | 12384.905 |
Descriptive statistics
| Standard deviation | 9896.991745 |
|---|---|
| Coefficient of variation (CV) | 0.8203471478 |
| Kurtosis | 1.356326811 |
| Mean | 12064.39465 |
| Median Absolute Deviation (MAD) | 5625.9 |
| Skewness | 1.270054921 |
| Sum | 2.727359093 × 1010 |
| Variance | 97950445.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1227 | 0.1% |
| 11431.12 | 266 | < 0.1% |
| 11784.23 | 265 | < 0.1% |
| 11258.44 | 262 | < 0.1% |
| 10838.35 | 248 | < 0.1% |
| 11471.31 | 218 | < 0.1% |
| 13510.13 | 215 | < 0.1% |
| 10956.78 | 213 | < 0.1% |
| 16257.53 | 211 | < 0.1% |
| 12128.02 | 211 | < 0.1% |
| Other values (1311089) | 2257332 |
| Value | Count | Frequency (%) |
| 0 | 1227 | |
| 0.51 | 1 | < 0.1% |
| 0.54 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 63296.88 | 1 | |
| 62904.03 | 1 | |
| 62862.51 | 1 | |
| 62839.88 | 1 | |
| 62837.64 | 1 |
total_rec_prncp
Real number (ℝ)
| Distinct | 486463 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9505.771588 |
| Minimum | 0 |
|---|---|
| Maximum | 40000 |
| Zeros | 2576 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 829.55 |
| Q1 | 3000 |
| median | 7000 |
| Q3 | 13899.1 |
| 95-th percentile | 27575 |
| Maximum | 40000 |
| Range | 40000 |
| Interquartile range (IQR) | 10899.1 |
Descriptive statistics
| Standard deviation | 8321.852079 |
|---|---|
| Coefficient of variation (CV) | 0.8754525608 |
| Kurtosis | 1.117038198 |
| Mean | 9505.771588 |
| Median Absolute Deviation (MAD) | 4701.3 |
| Skewness | 1.256020411 |
| Sum | 2.148939364 × 1010 |
| Variance | 69253222.03 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 81386 | 3.6% |
| 12000 | 59540 | 2.6% |
| 15000 | 56526 | 2.5% |
| 20000 | 55609 | 2.5% |
| 5000 | 41118 | 1.8% |
| 8000 | 39897 | 1.8% |
| 35000 | 38665 | 1.7% |
| 6000 | 38419 | 1.7% |
| 16000 | 28831 | 1.3% |
| 25000 | 27008 | 1.2% |
| Other values (486453) | 1793669 |
| Value | Count | Frequency (%) |
| 0 | 2576 | |
| 0.01 | 1 | < 0.1% |
| 2.13 | 1 | < 0.1% |
| 5.03 | 1 | < 0.1% |
| 5.62 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 5396 | |
| 39999.53 | 1 | < 0.1% |
| 39999.42 | 1 | < 0.1% |
| 39995.76 | 1 | < 0.1% |
| 39989.79 | 1 | < 0.1% |
total_rec_int
Real number (ℝ)
| Distinct | 635921 |
|---|---|
| Distinct (%) | 28.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2431.387654 |
| Minimum | 0 |
|---|---|
| Maximum | 28192.5 |
| Zeros | 2656 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 201.82 |
| Q1 | 728.1875 |
| median | 1525.94 |
| Q3 | 3108.0625 |
| 95-th percentile | 7821.4065 |
| Maximum | 28192.5 |
| Range | 28192.5 |
| Interquartile range (IQR) | 2379.875 |
Descriptive statistics
| Standard deviation | 2679.73784 |
|---|---|
| Coefficient of variation (CV) | 1.102143393 |
| Kurtosis | 9.162197563 |
| Mean | 2431.387654 |
| Median Absolute Deviation (MAD) | 978.94 |
| Skewness | 2.552499573 |
| Sum | 5496560266 |
| Variance | 7180994.889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2656 | 0.1% |
| 1431.12 | 315 | < 0.1% |
| 1784.23 | 309 | < 0.1% |
| 1258.44 | 272 | < 0.1% |
| 838.35 | 251 | < 0.1% |
| 1955.4 | 245 | < 0.1% |
| 956.78 | 245 | < 0.1% |
| 1471.31 | 240 | < 0.1% |
| 1977.77 | 230 | < 0.1% |
| 2128.02 | 228 | < 0.1% |
| Other values (635911) | 2255677 |
| Value | Count | Frequency (%) |
| 0 | 2656 | |
| 0.01 | 28 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 2 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28192.5 | 1 | |
| 27948.99 | 1 | |
| 27922.66 | 1 | |
| 27884.8 | 1 | |
| 27876.77 | 1 |
total_rec_late_fee
Real number (ℝ)
Skewed  Zeros 
| Distinct | 18375 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.518453038 |
| Minimum | -9.5 × 10-9 |
|---|---|
| Maximum | 1484.34 |
| Zeros | 2173513 |
| Zeros (%) | 96.1% |
| Negative | 8 |
| Negative (%) | < 0.1% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | -9.5 × 10-9 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1484.34 |
| Range | 1484.34 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.84159167 |
|---|---|
| Coefficient of variation (CV) | 7.798457627 |
| Kurtosis | 957.5469612 |
| Mean | 1.518453038 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.90352305 |
| Sum | 3432718.192 |
| Variance | 140.2232934 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2173513 | |
| 15 | 18145 | 0.8% |
| 30 | 3738 | 0.2% |
| 45 | 1296 | 0.1% |
| 60 | 536 | < 0.1% |
| 75 | 253 | < 0.1% |
| 90 | 137 | < 0.1% |
| 16.61 | 133 | < 0.1% |
| 16.37 | 118 | < 0.1% |
| 15.94 | 111 | < 0.1% |
| Other values (18365) | 62688 | 2.8% |
| Value | Count | Frequency (%) |
| -9.5 × 10-9 | 1 | |
| -5.1 × 10-9 | 1 | |
| -3.9 × 10-9 | 1 | |
| -2 × 10-9 | 1 | |
| -1.8 × 10-9 | 1 |
| Value | Count | Frequency (%) |
| 1484.34 | 1 | |
| 1188.83 | 1 | |
| 1098.360001 | 1 | |
| 1007.36 | 1 | |
| 983.43 | 1 |
recoveries
Real number (ℝ)
Zeros 
| Distinct | 132777 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143.8791352 |
| Minimum | 0 |
|---|---|
| Maximum | 39859.55 |
| Zeros | 2075236 |
| Zeros (%) | 91.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 892.543 |
| Maximum | 39859.55 |
| Range | 39859.55 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 748.1640051 |
|---|---|
| Coefficient of variation (CV) | 5.199947887 |
| Kurtosis | 196.8034342 |
| Mean | 143.8791352 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.60601568 |
| Sum | 325262956.9 |
| Variance | 559749.3785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2075236 | |
| 50 | 779 | < 0.1% |
| 100 | 638 | < 0.1% |
| 150 | 594 | < 0.1% |
| 200 | 563 | < 0.1% |
| 300 | 415 | < 0.1% |
| 75 | 322 | < 0.1% |
| 250 | 289 | < 0.1% |
| 25 | 246 | < 0.1% |
| 125 | 236 | < 0.1% |
| Other values (132767) | 181350 | 8.0% |
| Value | Count | Frequency (%) |
| 0 | 2075236 | |
| 0.01 | 15 | < 0.1% |
| 0.02 | 16 | < 0.1% |
| 0.03 | 25 | < 0.1% |
| 0.04 | 39 | < 0.1% |
| Value | Count | Frequency (%) |
| 39859.55 | 1 | |
| 39444.37 | 1 | |
| 37153.46 | 1 | |
| 36578.54 | 1 | |
| 35581.88 | 1 |
collection_recovery_fee
Real number (ℝ)
Zeros 
| Distinct | 146222 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.98256586 |
| Minimum | 0 |
|---|---|
| Maximum | 7174.719 |
| Zeros | 2083655 |
| Zeros (%) | 92.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 134.153685 |
| Maximum | 7174.719 |
| Range | 7174.719 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 131.225587 |
|---|---|
| Coefficient of variation (CV) | 5.471707562 |
| Kurtosis | 224.48381 |
| Mean | 23.98256586 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.34307972 |
| Sum | 54216619.2 |
| Variance | 17220.15467 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2083655 | |
| 9 | 637 | < 0.1% |
| 18 | 486 | < 0.1% |
| 27 | 455 | < 0.1% |
| 36 | 428 | < 0.1% |
| 54 | 318 | < 0.1% |
| 13.5 | 236 | < 0.1% |
| 45 | 234 | < 0.1% |
| 4.5 | 174 | < 0.1% |
| 22.5 | 171 | < 0.1% |
| Other values (146212) | 173874 | 7.7% |
| Value | Count | Frequency (%) |
| 0 | 2083655 | |
| 0.0018 | 1 | < 0.1% |
| 0.018 | 1 | < 0.1% |
| 0.036 | 1 | < 0.1% |
| 0.0378 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7174.719 | 1 | |
| 7002.19 | 1 | |
| 6972.59 | 1 | |
| 6687.6228 | 1 | |
| 6584.1372 | 1 |
last_pymnt_d
Text
| Distinct | 136 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2460 |
| Missing (%) | 0.1% |
| Memory size | 122.8 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jan-2019 |
|---|---|
| 2nd row | Jun-2016 |
| 3rd row | Jun-2017 |
| 4th row | Feb-2019 |
| 5th row | Jul-2016 |
| Value | Count | Frequency (%) |
| mar-2019 | 853003 | |
| feb-2019 | 97074 | 4.3% |
| aug-2018 | 39615 | 1.8% |
| jan-2019 | 38483 | 1.7% |
| mar-2018 | 38269 | 1.7% |
| oct-2018 | 37133 | 1.6% |
| jul-2018 | 36498 | 1.6% |
| nov-2018 | 35296 | 1.6% |
| jun-2018 | 35168 | 1.6% |
| may-2018 | 33456 | 1.5% |
| Other values (126) | 1014246 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2270054 | |
| 1 | 2262814 | |
| 0 | 2261836 | |
| - | 2258241 | |
| a | 1190481 | 6.6% |
| M | 1063591 | 5.9% |
| r | 1057928 | 5.9% |
| 9 | 989398 | 5.5% |
| 8 | 416227 | 2.3% |
| e | 401870 | 2.2% |
| Other values (23) | 3893488 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18065928 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2270054 | |
| 1 | 2262814 | |
| 0 | 2261836 | |
| - | 2258241 | |
| a | 1190481 | 6.6% |
| M | 1063591 | 5.9% |
| r | 1057928 | 5.9% |
| 9 | 989398 | 5.5% |
| 8 | 416227 | 2.3% |
| e | 401870 | 2.2% |
| Other values (23) | 3893488 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18065928 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2270054 | |
| 1 | 2262814 | |
| 0 | 2261836 | |
| - | 2258241 | |
| a | 1190481 | 6.6% |
| M | 1063591 | 5.9% |
| r | 1057928 | 5.9% |
| 9 | 989398 | 5.5% |
| 8 | 416227 | 2.3% |
| e | 401870 | 2.2% |
| Other values (23) | 3893488 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18065928 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2270054 | |
| 1 | 2262814 | |
| 0 | 2261836 | |
| - | 2258241 | |
| a | 1190481 | 6.6% |
| M | 1063591 | 5.9% |
| r | 1057928 | 5.9% |
| 9 | 989398 | 5.5% |
| 8 | 416227 | 2.3% |
| e | 401870 | 2.2% |
| Other values (23) | 3893488 |
last_pymnt_amnt
Real number (ℝ)
| Distinct | 704467 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3429.345942 |
| Minimum | 0 |
|---|---|
| Maximum | 42192.05 |
| Zeros | 2893 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 100.54 |
| Q1 | 310.33 |
| median | 600.57 |
| Q3 | 3743.75 |
| 95-th percentile | 16926.714 |
| Maximum | 42192.05 |
| Range | 42192.05 |
| Interquartile range (IQR) | 3433.42 |
Descriptive statistics
| Standard deviation | 6018.247582 |
|---|---|
| Coefficient of variation (CV) | 1.754925774 |
| Kurtosis | 7.082541403 |
| Mean | 3429.345942 |
| Median Absolute Deviation (MAD) | 396.69 |
| Skewness | 2.567204711 |
| Sum | 7752612632 |
| Variance | 36219303.96 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 3414 | 0.2% |
| 0 | 2893 | 0.1% |
| 100 | 2082 | 0.1% |
| 332.1 | 1809 | 0.1% |
| 301.15 | 1790 | 0.1% |
| 361.38 | 1709 | 0.1% |
| 309.74 | 1524 | 0.1% |
| 320.05 | 1453 | 0.1% |
| 324.65 | 1451 | 0.1% |
| 304.72 | 1387 | 0.1% |
| Other values (704457) | 2241156 |
| Value | Count | Frequency (%) |
| 0 | 2893 | |
| 0.01 | 296 | < 0.1% |
| 0.02 | 97 | < 0.1% |
| 0.03 | 83 | < 0.1% |
| 0.04 | 79 | < 0.1% |
| Value | Count | Frequency (%) |
| 42192.05 | 1 | |
| 42148.53 | 1 | |
| 42005.2 | 1 | |
| 41453.07 | 1 | |
| 41434 | 1 |
next_pymnt_d
Text
Missing 
| Distinct | 106 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1345343 |
| Missing (%) | 59.5% |
| Memory size | 90.8 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Apr-2019 |
|---|---|
| 2nd row | Apr-2019 |
| 3rd row | Apr-2019 |
| 4th row | Apr-2019 |
| 5th row | Apr-2019 |
| Value | Count | Frequency (%) |
| apr-2019 | 912221 | |
| mar-2019 | 277 | < 0.1% |
| mar-2011 | 107 | < 0.1% |
| may-2019 | 105 | < 0.1% |
| apr-2011 | 101 | < 0.1% |
| feb-2011 | 91 | < 0.1% |
| jan-2011 | 79 | < 0.1% |
| may-2011 | 77 | < 0.1% |
| dec-2010 | 71 | < 0.1% |
| jun-2011 | 66 | < 0.1% |
| Other values (96) | 2163 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 916291 | |
| 2 | 915830 | |
| 1 | 915760 | |
| - | 915358 | |
| r | 913013 | |
| 9 | 912916 | |
| A | 912687 | |
| p | 912676 | |
| a | 1103 | < 0.1% |
| M | 883 | < 0.1% |
| Other values (22) | 6347 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7322864 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 916291 | |
| 2 | 915830 | |
| 1 | 915760 | |
| - | 915358 | |
| r | 913013 | |
| 9 | 912916 | |
| A | 912687 | |
| p | 912676 | |
| a | 1103 | < 0.1% |
| M | 883 | < 0.1% |
| Other values (22) | 6347 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7322864 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 916291 | |
| 2 | 915830 | |
| 1 | 915760 | |
| - | 915358 | |
| r | 913013 | |
| 9 | 912916 | |
| A | 912687 | |
| p | 912676 | |
| a | 1103 | < 0.1% |
| M | 883 | < 0.1% |
| Other values (22) | 6347 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7322864 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 916291 | |
| 2 | 915830 | |
| 1 | 915760 | |
| - | 915358 | |
| r | 913013 | |
| 9 | 912916 | |
| A | 912687 | |
| p | 912676 | |
| a | 1103 | < 0.1% |
| M | 883 | < 0.1% |
| Other values (22) | 6347 | 0.1% |
| Distinct | 141 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 105 |
| Missing (%) | < 0.1% |
| Memory size | 122.9 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Mar-2019 |
|---|---|
| 2nd row | Mar-2019 |
| 3rd row | Mar-2019 |
| 4th row | Mar-2019 |
| 5th row | Mar-2018 |
| Value | Count | Frequency (%) |
| mar-2019 | 1371381 | |
| feb-2019 | 76956 | 3.4% |
| jan-2019 | 63283 | 2.8% |
| jul-2018 | 54113 | 2.4% |
| oct-2016 | 50983 | 2.3% |
| oct-2018 | 47357 | 2.1% |
| dec-2018 | 45199 | 2.0% |
| aug-2018 | 43656 | 1.9% |
| nov-2018 | 43632 | 1.9% |
| sep-2018 | 33614 | 1.5% |
| Other values (131) | 430422 | 19.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2263789 | |
| 1 | 2261988 | |
| 0 | 2261683 | |
| - | 2260596 | |
| a | 1563459 | |
| 9 | 1511856 | |
| r | 1463253 | |
| M | 1461026 | |
| 8 | 393544 | 2.2% |
| e | 268453 | 1.5% |
| Other values (23) | 2375121 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18084768 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2263789 | |
| 1 | 2261988 | |
| 0 | 2261683 | |
| - | 2260596 | |
| a | 1563459 | |
| 9 | 1511856 | |
| r | 1463253 | |
| M | 1461026 | |
| 8 | 393544 | 2.2% |
| e | 268453 | 1.5% |
| Other values (23) | 2375121 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18084768 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2263789 | |
| 1 | 2261988 | |
| 0 | 2261683 | |
| - | 2260596 | |
| a | 1563459 | |
| 9 | 1511856 | |
| r | 1463253 | |
| M | 1461026 | |
| 8 | 393544 | 2.2% |
| e | 268453 | 1.5% |
| Other values (23) | 2375121 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18084768 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2263789 | |
| 1 | 2261988 | |
| 0 | 2261683 | |
| - | 2260596 | |
| a | 1563459 | |
| 9 | 1511856 | |
| r | 1463253 | |
| M | 1461026 | |
| 8 | 393544 | 2.2% |
| e | 268453 | 1.5% |
| Other values (23) | 2375121 |
last_fico_range_high
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 687.6609953 |
| Minimum | 0 |
|---|---|
| Maximum | 850 |
| Zeros | 235 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 539 |
| Q1 | 654 |
| median | 699 |
| Q3 | 734 |
| 95-th percentile | 794 |
| Maximum | 850 |
| Range | 850 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 72.97043535 |
|---|---|
| Coefficient of variation (CV) | 0.1061139658 |
| Kurtosis | 0.9163633575 |
| Mean | 687.6609953 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | -0.7567365639 |
| Sum | 1554573207 |
| Variance | 5324.684435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 694 | 83697 | 3.7% |
| 699 | 82915 | 3.7% |
| 709 | 82358 | 3.6% |
| 704 | 82319 | 3.6% |
| 714 | 79410 | 3.5% |
| 684 | 77821 | 3.4% |
| 719 | 77448 | 3.4% |
| 689 | 76599 | 3.4% |
| 724 | 75229 | 3.3% |
| 679 | 68535 | 3.0% |
| Other values (62) | 1474337 |
| Value | Count | Frequency (%) |
| 0 | 235 | < 0.1% |
| 499 | 37091 | |
| 504 | 8133 | 0.4% |
| 509 | 8836 | 0.4% |
| 514 | 10139 | 0.4% |
| Value | Count | Frequency (%) |
| 850 | 380 | < 0.1% |
| 844 | 874 | < 0.1% |
| 839 | 1708 | 0.1% |
| 834 | 3459 | |
| 829 | 5614 |
last_fico_range_low
Real number (ℝ)
Zeros 
| Distinct | 71 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 675.5397298 |
| Minimum | 0 |
|---|---|
| Maximum | 845 |
| Zeros | 37326 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 535 |
| Q1 | 650 |
| median | 695 |
| Q3 | 730 |
| 95-th percentile | 790 |
| Maximum | 845 |
| Range | 845 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 111.0976261 |
|---|---|
| Coefficient of variation (CV) | 0.1644575755 |
| Kurtosis | 19.99158902 |
| Mean | 675.5397298 |
| Median Absolute Deviation (MAD) | 40 |
| Skewness | -3.737285082 |
| Sum | 1527171050 |
| Variance | 12342.68254 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 690 | 83697 | 3.7% |
| 695 | 82915 | 3.7% |
| 705 | 82358 | 3.6% |
| 700 | 82319 | 3.6% |
| 710 | 79410 | 3.5% |
| 680 | 77821 | 3.4% |
| 715 | 77448 | 3.4% |
| 685 | 76599 | 3.4% |
| 720 | 75229 | 3.3% |
| 675 | 68535 | 3.0% |
| Other values (61) | 1474337 |
| Value | Count | Frequency (%) |
| 0 | 37326 | |
| 500 | 8133 | 0.4% |
| 505 | 8836 | 0.4% |
| 510 | 10139 | 0.4% |
| 515 | 10295 | 0.5% |
| Value | Count | Frequency (%) |
| 845 | 380 | < 0.1% |
| 840 | 874 | < 0.1% |
| 835 | 1708 | 0.1% |
| 830 | 3459 | |
| 825 | 5614 |
collections_12_mths_ex_med
Real number (ℝ)
Zeros 
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 178 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01814580077 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 2223085 |
| Zeros (%) | 98.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1508131422 |
|---|---|
| Coefficient of variation (CV) | 8.311186928 |
| Kurtosis | 607.1260844 |
| Mean | 0.01814580077 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.03257434 |
| Sum | 41019 |
| Variance | 0.02274460386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2223085 | |
| 1 | 34684 | 1.5% |
| 2 | 2313 | 0.1% |
| 3 | 271 | < 0.1% |
| 4 | 93 | < 0.1% |
| 5 | 36 | < 0.1% |
| 6 | 17 | < 0.1% |
| 7 | 7 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 4 | < 0.1% |
| Other values (6) | 9 | < 0.1% |
| (Missing) | 178 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2223085 | |
| 1 | 34684 | 1.5% |
| 2 | 2313 | 0.1% |
| 3 | 271 | < 0.1% |
| 4 | 93 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 16 | 1 | |
| 14 | 1 | |
| 12 | 2 | |
| 11 | 1 |
mths_since_last_major_derog
Real number (ℝ)
Missing 
| Distinct | 183 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1679926 |
| Missing (%) | 74.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.16422022 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 375 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27 |
| median | 44 |
| Q3 | 62 |
| 95-th percentile | 77 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.53312059 |
|---|---|
| Coefficient of variation (CV) | 0.4875693601 |
| Kurtosis | -0.5492963164 |
| Mean | 44.16422022 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.09211592216 |
| Sum | 25649475 |
| Variance | 463.6752825 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 9181 | 0.4% |
| 43 | 9126 | 0.4% |
| 42 | 9096 | 0.4% |
| 44 | 9082 | 0.4% |
| 46 | 9042 | 0.4% |
| 48 | 8978 | 0.4% |
| 40 | 8962 | 0.4% |
| 41 | 8881 | 0.4% |
| 47 | 8866 | 0.4% |
| 38 | 8864 | 0.4% |
| Other values (173) | 490697 | 21.7% |
| (Missing) | 1679926 |
| Value | Count | Frequency (%) |
| 0 | 375 | < 0.1% |
| 1 | 1338 | |
| 2 | 1575 | |
| 3 | 1968 | |
| 4 | 2632 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 202 | 1 | |
| 197 | 1 | |
| 195 | 1 | |
| 192 | 1 |
policy_code
Real number (ℝ)
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1 |
| Minimum | 1 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 1 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 2260668 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 1 | 2260668 | |
| (Missing) | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2260668 |
| Value | Count | Frequency (%) |
| 1 | 2260668 |
application_type
Text
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 127.1 MiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.946604278 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Joint App |
| 4th row | Individual |
| 5th row | Individual |
| Value | Count | Frequency (%) |
| individual | 2139958 | |
| joint | 120710 | 5.1% |
| app | 120710 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 4400626 | |
| d | 4279916 | |
| n | 2260668 | |
| I | 2139958 | |
| v | 2139958 | |
| u | 2139958 | |
| a | 2139958 | |
| l | 2139958 | |
| p | 241420 | 1.1% |
| J | 120710 | 0.5% |
| Other values (4) | 482840 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 22485970 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 4400626 | |
| d | 4279916 | |
| n | 2260668 | |
| I | 2139958 | |
| v | 2139958 | |
| u | 2139958 | |
| a | 2139958 | |
| l | 2139958 | |
| p | 241420 | 1.1% |
| J | 120710 | 0.5% |
| Other values (4) | 482840 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 22485970 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 4400626 | |
| d | 4279916 | |
| n | 2260668 | |
| I | 2139958 | |
| v | 2139958 | |
| u | 2139958 | |
| a | 2139958 | |
| l | 2139958 | |
| p | 241420 | 1.1% |
| J | 120710 | 0.5% |
| Other values (4) | 482840 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 22485970 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 4400626 | |
| d | 4279916 | |
| n | 2260668 | |
| I | 2139958 | |
| v | 2139958 | |
| u | 2139958 | |
| a | 2139958 | |
| l | 2139958 | |
| p | 241420 | 1.1% |
| J | 120710 | 0.5% |
| Other values (4) | 482840 | 2.1% |
annual_inc_joint
Real number (ℝ)
Missing  Skewed 
| Distinct | 17633 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 2139991 |
| Missing (%) | 94.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 123624.6367 |
| Minimum | 5693.51 |
|---|---|
| Maximum | 7874821 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 5693.51 |
|---|---|
| 5-th percentile | 53310.093 |
| Q1 | 83400 |
| median | 110000 |
| Q3 | 147995 |
| 95-th percentile | 230975 |
| Maximum | 7874821 |
| Range | 7869127.49 |
| Interquartile range (IQR) | 64595 |
Descriptive statistics
| Standard deviation | 74161.34633 |
|---|---|
| Coefficient of variation (CV) | 0.5998913186 |
| Kurtosis | 1741.838783 |
| Mean | 123624.6367 |
| Median Absolute Deviation (MAD) | 30000 |
| Skewness | 21.7445355 |
| Sum | 1.49227299 × 1010 |
| Variance | 5499905289 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100000 | 2150 | 0.1% |
| 120000 | 2057 | 0.1% |
| 110000 | 2053 | 0.1% |
| 90000 | 1874 | 0.1% |
| 130000 | 1788 | 0.1% |
| 80000 | 1650 | 0.1% |
| 105000 | 1550 | 0.1% |
| 140000 | 1529 | 0.1% |
| 150000 | 1460 | 0.1% |
| 115000 | 1460 | 0.1% |
| Other values (17623) | 103139 | 4.6% |
| (Missing) | 2139991 |
| Value | Count | Frequency (%) |
| 5693.51 | 1 | |
| 9000 | 1 | |
| 11000 | 1 | |
| 12500 | 1 | |
| 13464 | 1 |
| Value | Count | Frequency (%) |
| 7874821 | 1 | |
| 6282000 | 1 | |
| 5653500 | 1 | |
| 4200000 | 1 | |
| 2000000 | 1 |
dti_joint
Real number (ℝ)
Missing 
| Distinct | 4018 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 2139995 |
| Missing (%) | 94.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.25181706 |
| Minimum | 0 |
|---|---|
| Maximum | 69.49 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.99 |
| Q1 | 13.53 |
| median | 18.84 |
| Q3 | 24.62 |
| 95-th percentile | 33.0275 |
| Maximum | 69.49 |
| Range | 69.49 |
| Interquartile range (IQR) | 11.09 |
Descriptive statistics
| Standard deviation | 7.82208598 |
|---|---|
| Coefficient of variation (CV) | 0.4063037767 |
| Kurtosis | -0.3840496448 |
| Mean | 19.25181706 |
| Median Absolute Deviation (MAD) | 5.54 |
| Skewness | 0.2205511496 |
| Sum | 2323809.83 |
| Variance | 61.18502907 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.32 | 80 | < 0.1% |
| 22.39 | 77 | < 0.1% |
| 18.1 | 77 | < 0.1% |
| 19.89 | 77 | < 0.1% |
| 17.96 | 76 | < 0.1% |
| 13.98 | 76 | < 0.1% |
| 18.96 | 76 | < 0.1% |
| 16.97 | 75 | < 0.1% |
| 17.02 | 75 | < 0.1% |
| 20.45 | 75 | < 0.1% |
| Other values (4008) | 119942 | 5.3% |
| (Missing) | 2139995 |
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 0.03 | 1 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 69.49 | 1 | |
| 63.66 | 1 | |
| 61.9 | 1 | |
| 61.28 | 1 | |
| 55.52 | 1 |
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2144971 |
| Missing (%) | 94.9% |
| Memory size | 72.2 MiB |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 12.09056424 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Not Verified |
| 5th row | Not Verified |
| Value | Count | Frequency (%) |
| verified | 115730 | |
| not | 57403 | |
| source | 34827 | 16.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 266287 | |
| i | 231460 | |
| r | 150557 | |
| V | 115730 | |
| f | 115730 | |
| d | 115730 | |
| o | 92230 | 6.6% |
| 92230 | 6.6% | |
| N | 57403 | 4.1% |
| t | 57403 | 4.1% |
| Other values (3) | 104481 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1399241 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 266287 | |
| i | 231460 | |
| r | 150557 | |
| V | 115730 | |
| f | 115730 | |
| d | 115730 | |
| o | 92230 | 6.6% |
| 92230 | 6.6% | |
| N | 57403 | 4.1% |
| t | 57403 | 4.1% |
| Other values (3) | 104481 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1399241 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 266287 | |
| i | 231460 | |
| r | 150557 | |
| V | 115730 | |
| f | 115730 | |
| d | 115730 | |
| o | 92230 | 6.6% |
| 92230 | 6.6% | |
| N | 57403 | 4.1% |
| t | 57403 | 4.1% |
| Other values (3) | 104481 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1399241 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 266287 | |
| i | 231460 | |
| r | 150557 | |
| V | 115730 | |
| f | 115730 | |
| d | 115730 | |
| o | 92230 | 6.6% |
| 92230 | 6.6% | |
| N | 57403 | 4.1% |
| t | 57403 | 4.1% |
| Other values (3) | 104481 | 7.5% |
acc_now_delinq
Real number (ℝ)
Skewed  Zeros 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004147942241 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 2251857 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.06961656266 |
|---|---|
| Coefficient of variation (CV) | 16.78339731 |
| Kurtosis | 1256.702032 |
| Mean | 0.004147942241 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.90797767 |
| Sum | 9377 |
| Variance | 0.004846465797 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2251857 | |
| 1 | 8293 | 0.4% |
| 2 | 421 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 62 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2251857 | |
| 1 | 8293 | 0.4% |
| 2 | 421 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 11 |
tot_coll_amt
Real number (ℝ)
Missing  Skewed  Zeros 
| Distinct | 15574 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 232.7317389 |
| Minimum | 0 |
|---|---|
| Maximum | 9152545 |
| Zeros | 1856129 |
| Zeros (%) | 82.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 786 |
| Maximum | 9152545 |
| Range | 9152545 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8518.461819 |
|---|---|
| Coefficient of variation (CV) | 36.60206322 |
| Kurtosis | 803765.2461 |
| Mean | 232.7317389 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 852.0101323 |
| Sum | 509773739 |
| Variance | 72564191.77 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1856129 | |
| 50 | 3924 | 0.2% |
| 100 | 3250 | 0.1% |
| 75 | 2489 | 0.1% |
| 200 | 1911 | 0.1% |
| 150 | 1904 | 0.1% |
| 60 | 1791 | 0.1% |
| 70 | 1457 | 0.1% |
| 80 | 1411 | 0.1% |
| 55 | 1247 | 0.1% |
| Other values (15564) | 314879 | 13.9% |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1856129 | |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9152545 | 1 | |
| 6214661 | 1 | |
| 5252395 | 1 | |
| 932461 | 1 | |
| 848438 | 1 |
tot_cur_bal
Real number (ℝ)
Missing 
| Distinct | 487688 |
|---|---|
| Distinct (%) | 22.3% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 142492.1952 |
| Minimum | 0 |
|---|---|
| Maximum | 9971659 |
| Zeros | 959 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8195.55 |
| Q1 | 29092 |
| median | 79240 |
| Q3 | 213204 |
| 95-th percentile | 441856.45 |
| Maximum | 9971659 |
| Range | 9971659 |
| Interquartile range (IQR) | 184112 |
Descriptive statistics
| Standard deviation | 160692.6406 |
|---|---|
| Coefficient of variation (CV) | 1.12772942 |
| Kurtosis | 33.33453308 |
| Mean | 142492.1952 |
| Median Absolute Deviation (MAD) | 63035 |
| Skewness | 2.974725283 |
| Sum | 3.121137644 × 1011 |
| Variance | 2.582212475 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 959 | < 0.1% |
| 14186 | 41 | < 0.1% |
| 23772 | 39 | < 0.1% |
| 20275 | 39 | < 0.1% |
| 22831 | 38 | < 0.1% |
| 20317 | 38 | < 0.1% |
| 25197 | 38 | < 0.1% |
| 23607 | 38 | < 0.1% |
| 20157 | 38 | < 0.1% |
| 19923 | 38 | < 0.1% |
| Other values (487678) | 2189086 | |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 959 | |
| 1 | 13 | < 0.1% |
| 2 | 15 | < 0.1% |
| 3 | 19 | < 0.1% |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 9971659 | 1 | |
| 8524709 | 1 | |
| 8000078 | 1 | |
| 5752177 | 1 | |
| 5445012 | 1 |
open_acc_6m
Real number (ℝ)
Missing  Zeros 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866163 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.934419858 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 627966 |
| Zeros (%) | 27.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.140699932 |
|---|---|
| Coefficient of variation (CV) | 1.220757374 |
| Kurtosis | 4.480970574 |
| Mean | 0.934419858 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.681378599 |
| Sum | 1303084 |
| Variance | 1.301196335 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 627966 | |
| 1 | 434092 | |
| 2 | 204167 | 9.0% |
| 3 | 81147 | 3.6% |
| 4 | 29906 | 1.3% |
| 5 | 10643 | 0.5% |
| 6 | 3956 | 0.2% |
| 7 | 1556 | 0.1% |
| 8 | 625 | < 0.1% |
| 9 | 259 | < 0.1% |
| Other values (9) | 221 | < 0.1% |
| (Missing) | 866163 |
| Value | Count | Frequency (%) |
| 0 | 627966 | |
| 1 | 434092 | |
| 2 | 204167 | 9.0% |
| 3 | 81147 | 3.6% |
| 4 | 29906 | 1.3% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 9 |
open_act_il
Real number (ℝ)
Missing  Zeros 
| Distinct | 54 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.779406671 |
| Minimum | 0 |
|---|---|
| Maximum | 57 |
| Zeros | 165848 |
| Zeros (%) | 7.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 57 |
| Range | 57 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.000784358 |
|---|---|
| Coefficient of variation (CV) | 1.079649261 |
| Kurtosis | 13.71859618 |
| Mean | 2.779406671 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.976152472 |
| Sum | 3875991 |
| Variance | 9.004706761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 356302 | |
| 2 | 334086 | 14.8% |
| 3 | 209677 | 9.3% |
| 0 | 165848 | 7.3% |
| 4 | 112592 | 5.0% |
| 5 | 62357 | 2.8% |
| 6 | 37624 | 1.7% |
| 7 | 25961 | 1.1% |
| 8 | 19050 | 0.8% |
| 9 | 14849 | 0.7% |
| Other values (44) | 56193 | 2.5% |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 165848 | |
| 1 | 356302 | |
| 2 | 334086 | |
| 3 | 209677 | |
| 4 | 112592 | 5.0% |
| Value | Count | Frequency (%) |
| 57 | 1 | |
| 56 | 1 | |
| 55 | 1 | |
| 53 | 1 | |
| 49 | 2 |
open_il_12m
Real number (ℝ)
Missing  Zeros 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6764314229 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 760254 |
| Zeros (%) | 33.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.925635427 |
|---|---|
| Coefficient of variation (CV) | 1.368409858 |
| Kurtosis | 5.428570249 |
| Mean | 0.6764314229 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.791122671 |
| Sum | 943310 |
| Variance | 0.8568009438 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 760254 | |
| 1 | 418123 | |
| 2 | 152164 | 6.7% |
| 3 | 44170 | 2.0% |
| 4 | 13608 | 0.6% |
| 5 | 4309 | 0.2% |
| 6 | 1484 | 0.1% |
| 7 | 219 | < 0.1% |
| 8 | 97 | < 0.1% |
| 9 | 49 | < 0.1% |
| Other values (9) | 62 | < 0.1% |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 760254 | |
| 1 | 418123 | |
| 2 | 152164 | 6.7% |
| 3 | 44170 | 2.0% |
| 4 | 13608 | 0.6% |
| Value | Count | Frequency (%) |
| 25 | 1 | |
| 21 | 1 | |
| 20 | 2 | |
| 15 | 1 | |
| 14 | 1 |
open_il_24m
Real number (ℝ)
Missing  Zeros 
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.562751562 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 377489 |
| Zeros (%) | 16.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.578672095 |
|---|---|
| Coefficient of variation (CV) | 1.010187501 |
| Kurtosis | 6.489226867 |
| Mean | 1.562751562 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.760411311 |
| Sum | 2179318 |
| Variance | 2.492205585 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 439811 | |
| 0 | 377489 | |
| 2 | 284333 | 12.6% |
| 3 | 148127 | 6.6% |
| 4 | 72627 | 3.2% |
| 5 | 36227 | 1.6% |
| 6 | 17577 | 0.8% |
| 7 | 8851 | 0.4% |
| 8 | 4506 | 0.2% |
| 9 | 2262 | 0.1% |
| Other values (21) | 2729 | 0.1% |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 377489 | |
| 1 | 439811 | |
| 2 | 284333 | |
| 3 | 148127 | 6.6% |
| 4 | 72627 | 3.2% |
| Value | Count | Frequency (%) |
| 51 | 1 | |
| 39 | 1 | |
| 31 | 1 | |
| 30 | 1 | |
| 28 | 1 |
mths_since_rcnt_il
Real number (ℝ)
Missing 
| Distinct | 405 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 909957 |
| Missing (%) | 40.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.22235672 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 653 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 24 |
| 95-th percentile | 72 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 26.0491867 |
|---|---|
| Coefficient of variation (CV) | 1.227440809 |
| Kurtosis | 17.41971902 |
| Mean | 21.22235672 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 3.432616292 |
| Sum | 28665971 |
| Variance | 678.5601279 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 61397 | 2.7% |
| 4 | 60564 | 2.7% |
| 3 | 58975 | 2.6% |
| 6 | 57977 | 2.6% |
| 8 | 57851 | 2.6% |
| 5 | 57489 | 2.5% |
| 9 | 53488 | 2.4% |
| 13 | 51374 | 2.3% |
| 10 | 51180 | 2.3% |
| 2 | 50555 | 2.2% |
| Other values (395) | 789894 | |
| (Missing) | 909957 |
| Value | Count | Frequency (%) |
| 0 | 653 | < 0.1% |
| 1 | 27716 | |
| 2 | 50555 | |
| 3 | 58975 | |
| 4 | 60564 |
| Value | Count | Frequency (%) |
| 511 | 1 | |
| 507 | 1 | |
| 505 | 1 | |
| 503 | 1 | |
| 488 | 1 |
total_bal_il
Real number (ℝ)
Missing  Zeros 
| Distinct | 162249 |
|---|---|
| Distinct (%) | 11.6% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35506.64527 |
| Minimum | 0 |
|---|---|
| Maximum | 1837038 |
| Zeros | 158666 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8695 |
| median | 23127 |
| Q3 | 46095 |
| 95-th percentile | 113501.1 |
| Maximum | 1837038 |
| Range | 1837038 |
| Interquartile range (IQR) | 37400 |
Descriptive statistics
| Standard deviation | 44097.45592 |
|---|---|
| Coefficient of variation (CV) | 1.241949376 |
| Kurtosis | 32.73888123 |
| Mean | 35506.64527 |
| Median Absolute Deviation (MAD) | 17047 |
| Skewness | 3.821058228 |
| Sum | 4.951540158 × 1010 |
| Variance | 1944585619 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 158666 | 7.0% |
| 10000 | 103 | < 0.1% |
| 15000 | 95 | < 0.1% |
| 5000 | 86 | < 0.1% |
| 5500 | 77 | < 0.1% |
| 9500 | 66 | < 0.1% |
| 2000 | 65 | < 0.1% |
| 6000 | 64 | < 0.1% |
| 7000 | 64 | < 0.1% |
| 20000 | 64 | < 0.1% |
| Other values (162239) | 1235189 | |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 158666 | |
| 1 | 58 | < 0.1% |
| 2 | 12 | < 0.1% |
| 3 | 12 | < 0.1% |
| 4 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1837038 | 1 | |
| 1754743 | 1 | |
| 1711009 | 1 | |
| 1547285 | 1 | |
| 1466398 | 1 |
il_util
Real number (ℝ)
Missing 
| Distinct | 280 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1068883 |
| Missing (%) | 47.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.14097958 |
| Minimum | 0 |
|---|---|
| Maximum | 1000 |
| Zeros | 6629 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 55 |
| median | 72 |
| Q3 | 86 |
| 95-th percentile | 101 |
| Maximum | 1000 |
| Range | 1000 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 23.74838634 |
|---|---|
| Coefficient of variation (CV) | 0.3434777246 |
| Kurtosis | 7.081786181 |
| Mean | 69.14097958 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.1724200621 |
| Sum | 82403464 |
| Variance | 563.9858538 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78 | 22659 | 1.0% |
| 75 | 22425 | 1.0% |
| 81 | 22330 | 1.0% |
| 83 | 22286 | 1.0% |
| 72 | 22023 | 1.0% |
| 77 | 21852 | 1.0% |
| 80 | 21737 | 1.0% |
| 82 | 21553 | 1.0% |
| 74 | 21496 | 1.0% |
| 79 | 21478 | 1.0% |
| Other values (270) | 971979 | |
| (Missing) | 1068883 |
| Value | Count | Frequency (%) |
| 0 | 6629 | |
| 1 | 439 | < 0.1% |
| 2 | 886 | < 0.1% |
| 3 | 1761 | 0.1% |
| 4 | 1112 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 3 | |
| 558 | 1 | < 0.1% |
| 464 | 1 | < 0.1% |
| 428 | 1 | < 0.1% |
| 417 | 1 | < 0.1% |
open_rv_12m
Real number (ℝ)
Missing  Zeros 
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.290133155 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 513716 |
| Zeros (%) | 22.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.506826647 |
|---|---|
| Coefficient of variation (CV) | 1.167962114 |
| Kurtosis | 7.794958019 |
| Mean | 1.290133155 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.019059937 |
| Sum | 1799141 |
| Variance | 2.270526544 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 513716 | |
| 1 | 413897 | |
| 2 | 238188 | 10.5% |
| 3 | 118920 | 5.3% |
| 4 | 56137 | 2.5% |
| 5 | 26685 | 1.2% |
| 6 | 13085 | 0.6% |
| 7 | 6466 | 0.3% |
| 8 | 3218 | 0.1% |
| 9 | 1778 | 0.1% |
| Other values (19) | 2449 | 0.1% |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 513716 | |
| 1 | 413897 | |
| 2 | 238188 | |
| 3 | 118920 | 5.3% |
| 4 | 56137 | 2.5% |
| Value | Count | Frequency (%) |
| 28 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 5 | |
| 25 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
open_rv_24m
Real number (ℝ)
Missing  Zeros 
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.749923093 |
| Minimum | 0 |
|---|---|
| Maximum | 60 |
| Zeros | 223783 |
| Zeros (%) | 9.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.596910679 |
|---|---|
| Coefficient of variation (CV) | 0.9443575663 |
| Kurtosis | 8.208281738 |
| Mean | 2.749923093 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.977657369 |
| Sum | 3834875 |
| Variance | 6.743945077 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 297887 | 13.2% |
| 2 | 267192 | 11.8% |
| 0 | 223783 | 9.9% |
| 3 | 200886 | 8.9% |
| 4 | 139066 | 6.2% |
| 5 | 92969 | 4.1% |
| 6 | 60078 | 2.7% |
| 7 | 39084 | 1.7% |
| 8 | 24997 | 1.1% |
| 9 | 16162 | 0.7% |
| Other values (40) | 32435 | 1.4% |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 223783 | |
| 1 | 297887 | |
| 2 | 267192 | |
| 3 | 200886 | |
| 4 | 139066 |
| Value | Count | Frequency (%) |
| 60 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 50 | 2 | |
| 49 | 1 |
max_bal_bc
Real number (ℝ)
Missing  Zeros 
| Distinct | 33726 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5806.392905 |
| Minimum | 0 |
|---|---|
| Maximum | 1170668 |
| Zeros | 35917 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 340 |
| Q1 | 2284 |
| median | 4413 |
| Q3 | 7598 |
| 95-th percentile | 16311 |
| Maximum | 1170668 |
| Range | 1170668 |
| Interquartile range (IQR) | 5314 |
Descriptive statistics
| Standard deviation | 5690.561012 |
|---|---|
| Coefficient of variation (CV) | 0.9800509723 |
| Kurtosis | 1748.219344 |
| Mean | 5806.392905 |
| Median Absolute Deviation (MAD) | 2462 |
| Skewness | 13.69539884 |
| Sum | 8097241355 |
| Variance | 32382484.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 35917 | 1.6% |
| 8 | 572 | < 0.1% |
| 3000 | 533 | < 0.1% |
| 2000 | 504 | < 0.1% |
| 4000 | 447 | < 0.1% |
| 5000 | 423 | < 0.1% |
| 2500 | 383 | < 0.1% |
| 1500 | 333 | < 0.1% |
| 1900 | 333 | < 0.1% |
| 3500 | 330 | < 0.1% |
| Other values (33716) | 1354764 | |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 35917 | |
| 1 | 165 | < 0.1% |
| 2 | 218 | < 0.1% |
| 3 | 234 | < 0.1% |
| 4 | 217 | < 0.1% |
| Value | Count | Frequency (%) |
| 1170668 | 1 | |
| 776843 | 1 | |
| 571793 | 1 | |
| 500000 | 1 | |
| 457521 | 1 |
all_util
Real number (ℝ)
Missing 
| Distinct | 188 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866381 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.03229531 |
| Minimum | 0 |
|---|---|
| Maximum | 239 |
| Zeros | 2873 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 43 |
| median | 58 |
| Q3 | 72 |
| 95-th percentile | 90 |
| Maximum | 239 |
| Range | 239 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 20.9047476 |
|---|---|
| Coefficient of variation (CV) | 0.3665422807 |
| Kurtosis | -0.07732273667 |
| Mean | 57.03229531 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.1233140004 |
| Sum | 79521270 |
| Variance | 437.0084721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 26677 | 1.2% |
| 60 | 26674 | 1.2% |
| 61 | 26475 | 1.2% |
| 62 | 26330 | 1.2% |
| 63 | 26295 | 1.2% |
| 58 | 26105 | 1.2% |
| 64 | 26010 | 1.2% |
| 57 | 25934 | 1.1% |
| 65 | 25763 | 1.1% |
| 56 | 25429 | 1.1% |
| Other values (178) | 1132628 | |
| (Missing) | 866381 |
| Value | Count | Frequency (%) |
| 0 | 2873 | |
| 1 | 1720 | |
| 2 | 1594 | |
| 3 | 1676 | |
| 4 | 1706 |
| Value | Count | Frequency (%) |
| 239 | 1 | |
| 211 | 1 | |
| 210 | 1 | |
| 204 | 1 | |
| 198 | 1 |
total_rev_hi_lim
Real number (ℝ)
Missing  Skewed 
| Distinct | 34220 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34573.94277 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 1366 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 14700 |
| median | 25400 |
| Q3 | 43200 |
| 95-th percentile | 91100 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 28500 |
Descriptive statistics
| Standard deviation | 36728.49545 |
|---|---|
| Coefficient of variation (CV) | 1.06231724 |
| Kurtosis | 7520.926598 |
| Mean | 34573.94277 |
| Median Absolute Deviation (MAD) | 12800 |
| Skewness | 32.55742738 |
| Sum | 7.573048765 × 1010 |
| Variance | 1348982378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 7086 | 0.3% |
| 15000 | 6840 | 0.3% |
| 13000 | 6720 | 0.3% |
| 12000 | 6657 | 0.3% |
| 14000 | 6640 | 0.3% |
| 11000 | 6624 | 0.3% |
| 11500 | 6591 | 0.3% |
| 16000 | 6535 | 0.3% |
| 17000 | 6526 | 0.3% |
| 12500 | 6496 | 0.3% |
| Other values (34210) | 2123677 | |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1366 | |
| 100 | 28 | < 0.1% |
| 200 | 71 | < 0.1% |
| 300 | 354 | < 0.1% |
| 400 | 113 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 3 | |
| 2175000 | 1 | < 0.1% |
| 2087500 | 1 | < 0.1% |
| 2059200 | 1 | < 0.1% |
| 2013133 | 1 | < 0.1% |
inq_fi
Real number (ℝ)
Missing  Zeros 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866162 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.012866618 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 697142 |
| Zeros (%) | 30.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.489455668 |
|---|---|
| Coefficient of variation (CV) | 1.470534858 |
| Kurtosis | 13.46503817 |
| Mean | 1.012866618 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.665084535 |
| Sum | 1412482 |
| Variance | 2.218478187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 697142 | |
| 1 | 352169 | |
| 2 | 172982 | 7.7% |
| 3 | 83887 | 3.7% |
| 4 | 41460 | 1.8% |
| 5 | 21374 | 0.9% |
| 6 | 11043 | 0.5% |
| 7 | 6059 | 0.3% |
| 8 | 3423 | 0.2% |
| 9 | 1946 | 0.1% |
| Other values (23) | 3054 | 0.1% |
| (Missing) | 866162 |
| Value | Count | Frequency (%) |
| 0 | 697142 | |
| 1 | 352169 | |
| 2 | 172982 | 7.7% |
| 3 | 83887 | 3.7% |
| 4 | 41460 | 1.8% |
| Value | Count | Frequency (%) |
| 48 | 1 | |
| 38 | 1 | |
| 32 | 1 | |
| 31 | 1 | |
| 29 | 1 |
total_cu_tl
Real number (ℝ)
Missing  Zeros 
| Distinct | 62 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866163 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.477304312 |
| Minimum | 0 |
|---|---|
| Maximum | 111 |
| Zeros | 753128 |
| Zeros (%) | 33.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 111 |
| Range | 111 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.672991191 |
|---|---|
| Coefficient of variation (CV) | 1.809370737 |
| Kurtosis | 24.10976388 |
| Mean | 1.477304312 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.575038998 |
| Sum | 2060157 |
| Variance | 7.144881908 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 753128 | |
| 1 | 235619 | 10.4% |
| 2 | 129673 | 5.7% |
| 3 | 82042 | 3.6% |
| 4 | 55090 | 2.4% |
| 5 | 38010 | 1.7% |
| 6 | 27101 | 1.2% |
| 7 | 19362 | 0.9% |
| 8 | 13953 | 0.6% |
| 9 | 10143 | 0.4% |
| Other values (52) | 30417 | 1.3% |
| (Missing) | 866163 |
| Value | Count | Frequency (%) |
| 0 | 753128 | |
| 1 | 235619 | 10.4% |
| 2 | 129673 | 5.7% |
| 3 | 82042 | 3.6% |
| 4 | 55090 | 2.4% |
| Value | Count | Frequency (%) |
| 111 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 68 | 3 |
inq_last_12m
Real number (ℝ)
Missing  Zeros 
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 866163 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.036667341 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 400090 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.383117224 |
|---|---|
| Coefficient of variation (CV) | 1.170106269 |
| Kurtosis | 11.22465969 |
| Mean | 2.036667341 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.405157988 |
| Sum | 2840210 |
| Variance | 5.679247702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 400090 | |
| 1 | 339411 | 15.0% |
| 2 | 235736 | 10.4% |
| 3 | 153565 | 6.8% |
| 4 | 96535 | 4.3% |
| 5 | 59861 | 2.6% |
| 6 | 37765 | 1.7% |
| 7 | 24088 | 1.1% |
| 8 | 15619 | 0.7% |
| 9 | 10201 | 0.5% |
| Other values (38) | 21667 | 1.0% |
| (Missing) | 866163 |
| Value | Count | Frequency (%) |
| 0 | 400090 | |
| 1 | 339411 | |
| 2 | 235736 | |
| 3 | 153565 | 6.8% |
| 4 | 96535 | 4.3% |
| Value | Count | Frequency (%) |
| 67 | 1 | |
| 51 | 1 | |
| 49 | 1 | |
| 46 | 1 | |
| 45 | 1 |
acc_open_past_24mths
Real number (ℝ)
Missing  Zeros 
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 50063 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.521655739 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 100270 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.164229436 |
|---|---|
| Coefficient of variation (CV) | 0.6997944157 |
| Kurtosis | 4.374804415 |
| Mean | 4.521655739 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.402234451 |
| Sum | 9995744 |
| Variance | 10.01234792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 331293 | |
| 4 | 307313 | |
| 2 | 305502 | |
| 5 | 258117 | |
| 1 | 222952 | |
| 6 | 201931 | |
| 7 | 149447 | |
| 8 | 106194 | 4.7% |
| 0 | 100270 | 4.4% |
| 9 | 73503 | 3.3% |
| Other values (47) | 154116 |
| Value | Count | Frequency (%) |
| 0 | 100270 | 4.4% |
| 1 | 222952 | |
| 2 | 305502 | |
| 3 | 331293 | |
| 4 | 307313 |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54 | 3 |
avg_cur_bal
Real number (ℝ)
Missing 
| Distinct | 88597 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 70379 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13547.79751 |
| Minimum | 0 |
|---|---|
| Maximum | 958084 |
| Zeros | 906 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1072 |
| Q1 | 3080 |
| median | 7335 |
| Q3 | 18783 |
| 95-th percentile | 43578 |
| Maximum | 958084 |
| Range | 958084 |
| Interquartile range (IQR) | 15703 |
Descriptive statistics
| Standard deviation | 16474.07501 |
|---|---|
| Coefficient of variation (CV) | 1.215996548 |
| Kurtosis | 44.16460012 |
| Mean | 13547.79751 |
| Median Absolute Deviation (MAD) | 5369 |
| Skewness | 3.868891119 |
| Sum | 2.967403894 × 1010 |
| Variance | 271395147.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 906 | < 0.1% |
| 2442 | 273 | < 0.1% |
| 2277 | 271 | < 0.1% |
| 1971 | 268 | < 0.1% |
| 2522 | 267 | < 0.1% |
| 1967 | 267 | < 0.1% |
| 2148 | 266 | < 0.1% |
| 2025 | 266 | < 0.1% |
| 2831 | 265 | < 0.1% |
| 2286 | 265 | < 0.1% |
| Other values (88587) | 2187008 | |
| (Missing) | 70379 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 906 | |
| 1 | 67 | < 0.1% |
| 2 | 59 | < 0.1% |
| 3 | 50 | < 0.1% |
| 4 | 38 | < 0.1% |
| Value | Count | Frequency (%) |
| 958084 | 1 | |
| 800008 | 1 | |
| 752994 | 1 | |
| 710392 | 1 | |
| 646339 | 1 |
bc_open_to_buy
Real number (ℝ)
Missing  Zeros 
| Distinct | 91500 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 74968 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11394.26269 |
| Minimum | 0 |
|---|---|
| Maximum | 711140 |
| Zeros | 30767 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 162 |
| Q1 | 1722 |
| median | 5442 |
| Q3 | 14187 |
| 95-th percentile | 42800 |
| Maximum | 711140 |
| Range | 711140 |
| Interquartile range (IQR) | 12465 |
Descriptive statistics
| Standard deviation | 16599.5344 |
|---|---|
| Coefficient of variation (CV) | 1.456832693 |
| Kurtosis | 27.09912245 |
| Mean | 11394.26269 |
| Median Absolute Deviation (MAD) | 4567 |
| Skewness | 3.737088307 |
| Sum | 2.490481597 × 1010 |
| Variance | 275544542.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30767 | 1.4% |
| 500 | 1954 | 0.1% |
| 2000 | 1908 | 0.1% |
| 1000 | 1709 | 0.1% |
| 3000 | 1580 | 0.1% |
| 2500 | 1395 | 0.1% |
| 5000 | 1383 | 0.1% |
| 1500 | 1300 | 0.1% |
| 4000 | 1234 | 0.1% |
| 3500 | 1160 | 0.1% |
| Other values (91490) | 2141343 | |
| (Missing) | 74968 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 30767 | |
| 1 | 342 | < 0.1% |
| 2 | 354 | < 0.1% |
| 3 | 358 | < 0.1% |
| 4 | 384 | < 0.1% |
| Value | Count | Frequency (%) |
| 711140 | 1 | |
| 605996 | 1 | |
| 559912 | 1 | |
| 507259 | 1 | |
| 497445 | 1 |
bc_util
Real number (ℝ)
Missing  Zeros 
| Distinct | 1494 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 76104 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.89994754 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 27885 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.7 |
| Q1 | 35.4 |
| median | 60.2 |
| Q3 | 83.1 |
| 95-th percentile | 97.8 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.7 |
Descriptive statistics
| Standard deviation | 28.58347454 |
|---|---|
| Coefficient of variation (CV) | 0.4936701284 |
| Kurtosis | -1.001197473 |
| Mean | 57.89994754 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.2697763948 |
| Sum | 126488051.7 |
| Variance | 817.0150167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27885 | 1.2% |
| 98 | 6188 | 0.3% |
| 97 | 5748 | 0.3% |
| 99 | 5700 | 0.3% |
| 96 | 5642 | 0.2% |
| 95 | 5223 | 0.2% |
| 94 | 4983 | 0.2% |
| 93 | 4693 | 0.2% |
| 92 | 4594 | 0.2% |
| 91 | 4381 | 0.2% |
| Other values (1484) | 2109560 | |
| (Missing) | 76104 | 3.4% |
| Value | Count | Frequency (%) |
| 0 | 27885 | |
| 0.1 | 2267 | 0.1% |
| 0.2 | 1959 | 0.1% |
| 0.3 | 1680 | 0.1% |
| 0.4 | 1440 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 243.8 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 178 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.008464412881 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 2243339 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1048097892 |
|---|---|
| Coefficient of variation (CV) | 12.38240509 |
| Kurtosis | 598.1324648 |
| Mean | 0.008464412881 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.12854845 |
| Sum | 19134 |
| Variance | 0.01098509191 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2243339 | |
| 1 | 15765 | 0.7% |
| 2 | 1115 | < 0.1% |
| 3 | 186 | < 0.1% |
| 4 | 68 | < 0.1% |
| 5 | 22 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 8 | < 0.1% |
| 9 | 5 | < 0.1% |
| 8 | 2 | < 0.1% |
| (Missing) | 178 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2243339 | |
| 1 | 15765 | 0.7% |
| 2 | 1115 | < 0.1% |
| 3 | 186 | < 0.1% |
| 4 | 68 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 5 | |
| 8 | 2 | < 0.1% |
| 7 | 8 | |
| 6 | 12 |
delinq_amnt
Real number (ℝ)
Skewed  Zeros 
| Distinct | 2617 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 62 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.36982773 |
| Minimum | 0 |
|---|---|
| Maximum | 249925 |
| Zeros | 2253465 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 249925 |
| Range | 249925 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 726.4647813 |
|---|---|
| Coefficient of variation (CV) | 58.72877108 |
| Kurtosis | 16006.0037 |
| Mean | 12.36982773 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 102.6547743 |
| Sum | 27963715 |
| Variance | 527751.0785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2253465 | |
| 25 | 124 | < 0.1% |
| 65000 | 109 | < 0.1% |
| 30 | 85 | < 0.1% |
| 53 | 72 | < 0.1% |
| 54 | 69 | < 0.1% |
| 75 | 65 | < 0.1% |
| 50 | 64 | < 0.1% |
| 56 | 58 | < 0.1% |
| 57 | 56 | < 0.1% |
| Other values (2607) | 6472 | 0.3% |
| (Missing) | 62 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2253465 | |
| 1 | 9 | < 0.1% |
| 2 | 10 | < 0.1% |
| 3 | 12 | < 0.1% |
| 4 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 249925 | 1 | |
| 185408 | 1 | |
| 159177 | 1 | |
| 138474 | 1 | |
| 130778 | 1 |
mo_sin_old_il_acct
Real number (ℝ)
Missing 
| Distinct | 566 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 139104 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.7377608 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 96 |
| median | 130 |
| Q3 | 154 |
| 95-th percentile | 213 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 58 |
Descriptive statistics
| Standard deviation | 53.38217542 |
|---|---|
| Coefficient of variation (CV) | 0.4245516629 |
| Kurtosis | 1.843977671 |
| Mean | 125.7377608 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.3513513484 |
| Sum | 266764856 |
| Variance | 2849.656652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 130 | 25017 | 1.1% |
| 129 | 24849 | 1.1% |
| 128 | 24798 | 1.1% |
| 132 | 24767 | 1.1% |
| 127 | 24749 | 1.1% |
| 133 | 24731 | 1.1% |
| 125 | 24683 | 1.1% |
| 126 | 24649 | 1.1% |
| 134 | 24574 | 1.1% |
| 131 | 24515 | 1.1% |
| Other values (556) | 1874265 | |
| (Missing) | 139104 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 16 | < 0.1% |
| 1 | 507 | < 0.1% |
| 2 | 1003 | |
| 3 | 1414 | |
| 4 | 1616 |
| Value | Count | Frequency (%) |
| 999 | 2 | |
| 848 | 1 | |
| 827 | 1 | |
| 822 | 1 | |
| 808 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
Missing 
| Distinct | 787 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70310 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.4915675 |
| Minimum | 1 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 116 |
| median | 164 |
| Q3 | 232 |
| 95-th percentile | 369 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 97.11845373 |
|---|---|
| Coefficient of variation (CV) | 0.5351127608 |
| Kurtosis | 1.355518547 |
| Mean | 181.4915675 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 1.007808058 |
| Sum | 397537496 |
| Variance | 9431.994056 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 132 | 12536 | 0.6% |
| 136 | 12528 | 0.6% |
| 131 | 12386 | 0.5% |
| 134 | 12317 | 0.5% |
| 130 | 12299 | 0.5% |
| 133 | 12278 | 0.5% |
| 135 | 12235 | 0.5% |
| 137 | 12132 | 0.5% |
| 129 | 12116 | 0.5% |
| 140 | 12112 | 0.5% |
| Other values (777) | 2067452 | |
| (Missing) | 70310 | 3.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 17 | |
| 4 | 19 | |
| 5 | 42 |
| Value | Count | Frequency (%) |
| 999 | 1 | |
| 901 | 1 | |
| 852 | 1 | |
| 851 | 1 | |
| 842 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
Missing  Zeros 
| Distinct | 333 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70310 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.02408931 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 33747 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 46 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 17.53308255 |
|---|---|
| Coefficient of variation (CV) | 1.250211844 |
| Kurtosis | 21.96014259 |
| Mean | 14.02408931 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.592705204 |
| Sum | 30718239 |
| Variance | 307.4089838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 167693 | 7.4% |
| 3 | 161273 | 7.1% |
| 4 | 147691 | 6.5% |
| 1 | 137574 | 6.1% |
| 5 | 132964 | 5.9% |
| 6 | 117844 | 5.2% |
| 7 | 107901 | 4.8% |
| 8 | 96426 | 4.3% |
| 9 | 85716 | 3.8% |
| 10 | 78061 | 3.5% |
| Other values (323) | 957248 |
| Value | Count | Frequency (%) |
| 0 | 33747 | 1.5% |
| 1 | 137574 | |
| 2 | 167693 | |
| 3 | 161273 | |
| 4 | 147691 |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 502 | 1 | |
| 438 | 1 | |
| 406 | 1 | |
| 404 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
Missing  Zeros 
| Distinct | 232 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.297468672 |
| Minimum | 0 |
|---|---|
| Maximum | 382 |
| Zeros | 34923 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 24 |
| Maximum | 382 |
| Range | 382 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 9.208556539 |
|---|---|
| Coefficient of variation (CV) | 1.10980311 |
| Kurtosis | 46.21937168 |
| Mean | 8.297468672 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.601065685 |
| Sum | 18174709 |
| Variance | 84.79751352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 235575 | |
| 3 | 228153 | 10.1% |
| 4 | 203278 | 9.0% |
| 1 | 180626 | 8.0% |
| 5 | 175501 | 7.8% |
| 6 | 151978 | 6.7% |
| 7 | 135550 | 6.0% |
| 8 | 114936 | 5.1% |
| 9 | 96422 | 4.3% |
| 10 | 82385 | 3.6% |
| Other values (222) | 585988 |
| Value | Count | Frequency (%) |
| 0 | 34923 | 1.5% |
| 1 | 180626 | |
| 2 | 235575 | |
| 3 | 228153 | |
| 4 | 203278 |
| Value | Count | Frequency (%) |
| 382 | 1 | |
| 368 | 1 | |
| 353 | 1 | |
| 331 | 1 | |
| 314 | 1 |
mort_acc
Real number (ℝ)
Missing  Zeros 
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 50063 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.555382202 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 929606 |
| Zeros (%) | 41.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.904981017 |
|---|---|
| Coefficient of variation (CV) | 1.224767144 |
| Kurtosis | 10.50475648 |
| Mean | 1.555382202 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.789683755 |
| Sum | 3438387 |
| Variance | 3.628952676 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 929606 | |
| 1 | 393270 | |
| 2 | 325903 | 14.4% |
| 3 | 231066 | 10.2% |
| 4 | 150002 | 6.6% |
| 5 | 86666 | 3.8% |
| 6 | 46804 | 2.1% |
| 7 | 23419 | 1.0% |
| 8 | 11450 | 0.5% |
| 9 | 5742 | 0.3% |
| Other values (37) | 6710 | 0.3% |
| (Missing) | 50063 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 929606 | |
| 1 | 393270 | |
| 2 | 325903 | 14.4% |
| 3 | 231066 | 10.2% |
| 4 | 150002 | 6.6% |
| Value | Count | Frequency (%) |
| 94 | 1 | |
| 87 | 1 | |
| 61 | 1 | |
| 52 | 1 | |
| 51 | 1 |
mths_since_recent_bc
Real number (ℝ)
Missing 
| Distinct | 546 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 73445 |
| Missing (%) | 3.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.84485081 |
| Minimum | 0 |
|---|---|
| Maximum | 661 |
| Zeros | 13450 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 14 |
| Q3 | 30 |
| 95-th percentile | 89 |
| Maximum | 661 |
| Range | 661 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 32.31925269 |
|---|---|
| Coefficient of variation (CV) | 1.300843098 |
| Kurtosis | 20.67203482 |
| Mean | 24.84485081 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.507711335 |
| Sum | 54342049 |
| Variance | 1044.534095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 104912 | 4.6% |
| 2 | 102518 | 4.5% |
| 4 | 100529 | 4.4% |
| 5 | 94879 | 4.2% |
| 6 | 88025 | 3.9% |
| 7 | 83796 | 3.7% |
| 8 | 78467 | 3.5% |
| 9 | 72912 | 3.2% |
| 1 | 69999 | 3.1% |
| 10 | 68865 | 3.0% |
| Other values (536) | 1322354 | |
| (Missing) | 73445 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 13450 | 0.6% |
| 1 | 69999 | |
| 2 | 102518 | |
| 3 | 104912 | |
| 4 | 100529 |
| Value | Count | Frequency (%) |
| 661 | 1 | |
| 656 | 1 | |
| 640 | 1 | |
| 639 | 1 | |
| 628 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
Missing 
| Distinct | 177 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1741000 |
| Missing (%) | 77.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.30308966 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 796 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 37 |
| Q3 | 57 |
| 95-th percentile | 77 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 22.61768864 |
|---|---|
| Coefficient of variation (CV) | 0.575468464 |
| Kurtosis | -0.6228222102 |
| Mean | 39.30308966 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.3340775888 |
| Sum | 20425855 |
| Variance | 511.5598394 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 8060 | 0.4% |
| 28 | 8027 | 0.4% |
| 25 | 7934 | 0.4% |
| 35 | 7933 | 0.4% |
| 45 | 7906 | 0.3% |
| 22 | 7903 | 0.3% |
| 30 | 7895 | 0.3% |
| 44 | 7887 | 0.3% |
| 32 | 7883 | 0.3% |
| 19 | 7875 | 0.3% |
| Other values (167) | 440398 | 19.5% |
| (Missing) | 1741000 |
| Value | Count | Frequency (%) |
| 0 | 796 | < 0.1% |
| 1 | 2629 | |
| 2 | 2998 | |
| 3 | 4142 | |
| 4 | 4816 |
| Value | Count | Frequency (%) |
| 202 | 1 | |
| 195 | 1 | |
| 194 | 1 | |
| 190 | 1 | |
| 189 | 1 |
mths_since_recent_inq
Real number (ℝ)
Missing  Zeros 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 295468 |
| Missing (%) | 13.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.024194078 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 168927 |
| Zeros (%) | 7.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 11 |
| 95-th percentile | 19 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.965411442 |
|---|---|
| Coefficient of variation (CV) | 0.8492663181 |
| Kurtosis | -0.03946573685 |
| Mean | 7.024194078 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.8890161004 |
| Sum | 13804178 |
| Variance | 35.58613367 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 212773 | 9.4% |
| 2 | 173553 | 7.7% |
| 0 | 168927 | 7.5% |
| 3 | 157363 | 7.0% |
| 4 | 143887 | 6.4% |
| 5 | 127796 | 5.7% |
| 6 | 114793 | 5.1% |
| 7 | 108912 | 4.8% |
| 8 | 96554 | 4.3% |
| 9 | 85028 | 3.8% |
| Other values (16) | 575647 | |
| (Missing) | 295468 |
| Value | Count | Frequency (%) |
| 0 | 168927 | |
| 1 | 212773 | |
| 2 | 173553 | |
| 3 | 157363 | |
| 4 | 143887 |
| Value | Count | Frequency (%) |
| 25 | 31 | < 0.1% |
| 24 | 9247 | |
| 23 | 18516 | |
| 22 | 20110 | |
| 21 | 22085 |
mths_since_recent_revol_delinq
Real number (ℝ)
Missing 
| Distinct | 179 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1520342 |
| Missing (%) | 67.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.78222322 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 1321 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 33 |
| Q3 | 51 |
| 95-th percentile | 76 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.30723894 |
|---|---|
| Coefficient of variation (CV) | 0.6234167957 |
| Kurtosis | -0.486454921 |
| Mean | 35.78222322 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4954874723 |
| Sum | 26491691 |
| Variance | 497.6129092 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 13402 | 0.6% |
| 13 | 13281 | 0.6% |
| 14 | 12802 | 0.6% |
| 15 | 12782 | 0.6% |
| 19 | 12542 | 0.6% |
| 16 | 12506 | 0.6% |
| 18 | 12500 | 0.6% |
| 9 | 12431 | 0.5% |
| 21 | 12324 | 0.5% |
| 22 | 12269 | 0.5% |
| Other values (169) | 613520 | |
| (Missing) | 1520342 |
| Value | Count | Frequency (%) |
| 0 | 1321 | 0.1% |
| 1 | 4821 | |
| 2 | 5792 | |
| 3 | 7817 | |
| 4 | 9073 |
| Value | Count | Frequency (%) |
| 202 | 1 | |
| 197 | 1 | |
| 190 | 1 | |
| 188 | 1 | |
| 183 | 1 |
num_accts_ever_120_pd
Real number (ℝ)
Missing  Zeros 
| Distinct | 44 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5002081819 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 1687416 |
| Zeros (%) | 74.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.350325678 |
|---|---|
| Coefficient of variation (CV) | 2.69952737 |
| Kurtosis | 52.39404559 |
| Mean | 0.5002081819 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.434771953 |
| Sum | 1095652 |
| Variance | 1.823379435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1687416 | |
| 1 | 270277 | 12.0% |
| 2 | 105854 | 4.7% |
| 3 | 48574 | 2.1% |
| 4 | 28665 | 1.3% |
| 5 | 17014 | 0.8% |
| 6 | 11075 | 0.5% |
| 7 | 7023 | 0.3% |
| 8 | 4555 | 0.2% |
| 9 | 2975 | 0.1% |
| Other values (34) | 6964 | 0.3% |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 1687416 | |
| 1 | 270277 | 12.0% |
| 2 | 105854 | 4.7% |
| 3 | 48574 | 2.1% |
| 4 | 28665 | 1.3% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 51 | 1 | |
| 45 | 1 | |
| 42 | 2 | |
| 39 | 2 |
num_actv_bc_tl
Real number (ℝ)
Missing  Zeros 
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.676068941 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 50061 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.324646415 |
|---|---|
| Coefficient of variation (CV) | 0.6323729105 |
| Kurtosis | 4.647915181 |
| Mean | 3.676068941 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.476436002 |
| Sum | 8052032 |
| Variance | 5.403980957 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 458887 | |
| 2 | 442726 | |
| 4 | 357154 | |
| 1 | 256818 | |
| 5 | 240636 | |
| 6 | 152238 | 6.7% |
| 7 | 91653 | 4.1% |
| 8 | 55107 | 2.4% |
| 0 | 50061 | 2.2% |
| 9 | 33163 | 1.5% |
| Other values (32) | 51949 | 2.3% |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 50061 | 2.2% |
| 1 | 256818 | |
| 2 | 442726 | |
| 3 | 458887 | |
| 4 | 357154 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 48 | 2 | |
| 47 | 1 | |
| 46 | 1 | |
| 45 | 1 |
num_actv_rev_tl
Real number (ℝ)
Missing 
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.629467693 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 11439 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.382873759 |
|---|---|
| Coefficient of variation (CV) | 0.6009224927 |
| Kurtosis | 4.996738255 |
| Mean | 5.629467693 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.573518347 |
| Sum | 12330741 |
| Variance | 11.44383487 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 333303 | |
| 3 | 308512 | |
| 5 | 303634 | |
| 6 | 248257 | |
| 2 | 213366 | |
| 7 | 191696 | |
| 8 | 141199 | |
| 9 | 102473 | 4.5% |
| 1 | 84992 | 3.8% |
| 10 | 72350 | 3.2% |
| Other values (47) | 190610 | |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 11439 | 0.5% |
| 1 | 84992 | 3.8% |
| 2 | 213366 | |
| 3 | 308512 | |
| 4 | 333303 |
| Value | Count | Frequency (%) |
| 72 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 59 | 3 | |
| 57 | 2 |
num_bc_sats
Real number (ℝ)
Missing  Zeros 
| Distinct | 60 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 58623 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.774183294 |
| Minimum | 0 |
|---|---|
| Maximum | 71 |
| Zeros | 23661 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 71 |
| Range | 71 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.037921424 |
|---|---|
| Coefficient of variation (CV) | 0.636322746 |
| Kurtosis | 6.767222463 |
| Mean | 4.774183294 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.749103457 |
| Sum | 10513124 |
| Variance | 9.228966576 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 380903 | |
| 4 | 359451 | |
| 2 | 304911 | |
| 5 | 289607 | |
| 6 | 215249 | |
| 7 | 151218 | 6.7% |
| 1 | 148636 | 6.6% |
| 8 | 103846 | 4.6% |
| 9 | 70471 | 3.1% |
| 10 | 47462 | 2.1% |
| Other values (50) | 130324 | 5.8% |
| (Missing) | 58623 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 23661 | 1.0% |
| 1 | 148636 | 6.6% |
| 2 | 304911 | |
| 3 | 380903 | |
| 4 | 359451 |
| Value | Count | Frequency (%) |
| 71 | 1 | |
| 69 | 1 | |
| 64 | 1 | |
| 63 | 1 | |
| 61 | 1 |
num_bc_tl
Real number (ℝ)
Missing 
| Distinct | 76 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.726401941 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 5701 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.701430113 |
|---|---|
| Coefficient of variation (CV) | 0.6084889382 |
| Kurtosis | 3.905674874 |
| Mean | 7.726401941 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.425565032 |
| Sum | 16923849 |
| Variance | 22.10344511 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 231341 | |
| 6 | 222963 | |
| 4 | 222258 | |
| 7 | 203775 | |
| 3 | 183556 | |
| 8 | 180553 | |
| 9 | 152474 | 6.7% |
| 10 | 126591 | 5.6% |
| 2 | 120417 | 5.3% |
| 11 | 103389 | 4.6% |
| Other values (66) | 443075 |
| Value | Count | Frequency (%) |
| 0 | 5701 | 0.3% |
| 1 | 48219 | 2.1% |
| 2 | 120417 | |
| 3 | 183556 | |
| 4 | 222258 |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 85 | 1 | |
| 82 | 1 | |
| 79 | 1 | |
| 77 | 1 |
num_il_tl
Real number (ℝ)
Missing  Zeros 
| Distinct | 122 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.413438782 |
| Minimum | 0 |
|---|---|
| Maximum | 159 |
| Zeros | 68944 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 159 |
| Range | 159 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.359113771 |
|---|---|
| Coefficient of variation (CV) | 0.8746856026 |
| Kurtosis | 7.841626515 |
| Mean | 8.413438782 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.103554166 |
| Sum | 18428729 |
| Variance | 54.15655549 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 190600 | 8.4% |
| 3 | 190128 | 8.4% |
| 5 | 180396 | 8.0% |
| 2 | 173360 | 7.7% |
| 6 | 165370 | 7.3% |
| 7 | 147949 | 6.5% |
| 1 | 133227 | 5.9% |
| 8 | 129276 | 5.7% |
| 9 | 111342 | 4.9% |
| 10 | 96604 | 4.3% |
| Other values (112) | 672140 |
| Value | Count | Frequency (%) |
| 0 | 68944 | 3.0% |
| 1 | 133227 | |
| 2 | 173360 | |
| 3 | 190128 | |
| 4 | 190600 |
| Value | Count | Frequency (%) |
| 159 | 1 | |
| 150 | 1 | |
| 140 | 1 | |
| 138 | 1 | |
| 132 | 1 |
num_op_rev_tl
Real number (ℝ)
Missing 
| Distinct | 81 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.24652254 |
| Minimum | 0 |
|---|---|
| Maximum | 91 |
| Zeros | 1113 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 91 |
| Range | 91 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.683927892 |
|---|---|
| Coefficient of variation (CV) | 0.5679882483 |
| Kurtosis | 4.732174134 |
| Mean | 8.24652254 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.526702877 |
| Sum | 18063117 |
| Variance | 21.9391805 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 236912 | |
| 5 | 231071 | |
| 7 | 222688 | |
| 4 | 201987 | |
| 8 | 198673 | |
| 9 | 169770 | 7.5% |
| 3 | 145954 | 6.5% |
| 10 | 141418 | 6.3% |
| 11 | 114837 | 5.1% |
| 12 | 92236 | 4.1% |
| Other values (71) | 434846 |
| Value | Count | Frequency (%) |
| 0 | 1113 | < 0.1% |
| 1 | 18563 | 0.8% |
| 2 | 77763 | 3.4% |
| 3 | 145954 | |
| 4 | 201987 |
| Value | Count | Frequency (%) |
| 91 | 3 | |
| 86 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 79 | 1 | < 0.1% |
num_rev_accts
Real number (ℝ)
Missing 
| Distinct | 117 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70310 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.00462977 |
| Minimum | 0 |
|---|---|
| Maximum | 151 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 29 |
| Maximum | 151 |
| Range | 151 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.038867538 |
|---|---|
| Coefficient of variation (CV) | 0.5740149987 |
| Kurtosis | 3.460986383 |
| Mean | 14.00462977 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.369541362 |
| Sum | 30675615 |
| Variance | 64.62339129 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 132715 | 5.9% |
| 9 | 132157 | 5.8% |
| 8 | 129674 | 5.7% |
| 11 | 129189 | 5.7% |
| 12 | 123608 | 5.5% |
| 7 | 122058 | 5.4% |
| 13 | 116460 | 5.2% |
| 6 | 109695 | 4.9% |
| 14 | 107620 | 4.8% |
| 15 | 99544 | 4.4% |
| Other values (107) | 987671 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 19 | < 0.1% |
| 2 | 21211 | 0.9% |
| 3 | 44334 | |
| 4 | 69400 |
| Value | Count | Frequency (%) |
| 151 | 1 | |
| 143 | 1 | |
| 128 | 1 | |
| 127 | 2 | |
| 119 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
Missing 
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.577950887 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 11252 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.293433856 |
|---|---|
| Coefficient of variation (CV) | 0.5904379444 |
| Kurtosis | 4.173233011 |
| Mean | 5.577950887 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.470687356 |
| Sum | 12217899 |
| Variance | 10.84670656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 335837 | |
| 3 | 310629 | |
| 5 | 306205 | |
| 6 | 249901 | |
| 2 | 214144 | |
| 7 | 192557 | |
| 8 | 141264 | |
| 9 | 102127 | 4.5% |
| 1 | 84778 | 3.8% |
| 10 | 71574 | 3.2% |
| Other values (40) | 181376 | |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 11252 | 0.5% |
| 1 | 84778 | 3.8% |
| 2 | 214144 | |
| 3 | 310629 | |
| 4 | 335837 |
| Value | Count | Frequency (%) |
| 65 | 1 | < 0.1% |
| 59 | 2 | |
| 55 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 45 | 3 |
num_sats
Real number (ℝ)
Missing 
| Distinct | 91 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 58623 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.62812988 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 61 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.644026548 |
|---|---|
| Coefficient of variation (CV) | 0.4853769784 |
| Kurtosis | 3.421898901 |
| Mean | 11.62812988 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.314627806 |
| Sum | 25606049 |
| Variance | 31.85503568 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 190842 | 8.4% |
| 10 | 185016 | 8.2% |
| 8 | 183966 | 8.1% |
| 11 | 170664 | 7.5% |
| 7 | 168032 | 7.4% |
| 12 | 153317 | 6.8% |
| 6 | 141290 | 6.2% |
| 13 | 133971 | 5.9% |
| 14 | 115266 | 5.1% |
| 5 | 105440 | 4.7% |
| Other values (81) | 654274 |
| Value | Count | Frequency (%) |
| 0 | 61 | < 0.1% |
| 1 | 1634 | 0.1% |
| 2 | 10216 | 0.5% |
| 3 | 30948 | |
| 4 | 65577 |
| Value | Count | Frequency (%) |
| 101 | 1 | |
| 97 | 1 | |
| 94 | 1 | |
| 93 | 1 | |
| 91 | 1 |
num_tl_120dpd_2m
Real number (ℝ)
Missing  Skewed  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 153690 |
| Missing (%) | 6.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0006373958181 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 2105738 |
| Zeros (%) | 93.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.02710643324 |
|---|---|
| Coefficient of variation (CV) | 42.52684513 |
| Kurtosis | 5541.593233 |
| Mean | 0.0006373958181 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 55.80984712 |
| Sum | 1343 |
| Variance | 0.0007347587232 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2105738 | |
| 1 | 1219 | 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 5 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 153690 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 2105738 | |
| 1 | 1219 | 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 46 |
num_tl_30dpd
Real number (ℝ)
Missing  Skewed  Zeros 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00281365162 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 2184561 |
| Zeros (%) | 96.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05616522447 |
|---|---|
| Coefficient of variation (CV) | 19.96168398 |
| Kurtosis | 622.4309597 |
| Mean | 0.00281365162 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.51746312 |
| Sum | 6163 |
| Variance | 0.00315453244 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2184561 | |
| 1 | 5542 | 0.2% |
| 2 | 253 | < 0.1% |
| 3 | 29 | < 0.1% |
| 4 | 7 | < 0.1% |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 2184561 | |
| 1 | 5542 | 0.2% |
| 2 | 253 | < 0.1% |
| 3 | 29 | < 0.1% |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 7 | < 0.1% |
| 3 | 29 | < 0.1% |
| 2 | 253 | < 0.1% |
| 1 | 5542 | 0.2% |
| 0 | 2184561 |
num_tl_90g_dpd_24m
Real number (ℝ)
Missing  Zeros 
| Distinct | 34 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08293766595 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 2073060 |
| Zeros (%) | 91.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4935732136 |
|---|---|
| Coefficient of variation (CV) | 5.951134602 |
| Kurtosis | 459.1979059 |
| Mean | 0.08293766595 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.90157353 |
| Sum | 181666 |
| Variance | 0.2436145172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2073060 | |
| 1 | 88450 | 3.9% |
| 2 | 16897 | 0.7% |
| 3 | 4672 | 0.2% |
| 4 | 2653 | 0.1% |
| 5 | 1398 | 0.1% |
| 6 | 1018 | < 0.1% |
| 7 | 604 | < 0.1% |
| 8 | 467 | < 0.1% |
| 9 | 340 | < 0.1% |
| Other values (24) | 833 | < 0.1% |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 2073060 | |
| 1 | 88450 | 3.9% |
| 2 | 16897 | 0.7% |
| 3 | 4672 | 0.2% |
| 4 | 2653 | 0.1% |
| Value | Count | Frequency (%) |
| 58 | 1 | |
| 42 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 35 | 1 |
num_tl_op_past_12m
Real number (ℝ)
Missing  Zeros 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.076755211 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 415975 |
| Zeros (%) | 18.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.830710765 |
|---|---|
| Coefficient of variation (CV) | 0.8815245798 |
| Kurtosis | 4.69604436 |
| Mean | 2.076755211 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.503461003 |
| Sum | 4548908 |
| Variance | 3.351501904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 558928 | |
| 2 | 483541 | |
| 0 | 415975 | |
| 3 | 335448 | |
| 4 | 195095 | 8.6% |
| 5 | 97421 | 4.3% |
| 6 | 48518 | 2.1% |
| 7 | 25934 | 1.1% |
| 8 | 13066 | 0.6% |
| 9 | 7131 | 0.3% |
| Other values (23) | 9335 | 0.4% |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 415975 | |
| 1 | 558928 | |
| 2 | 483541 | |
| 3 | 335448 | |
| 4 | 195095 | 8.6% |
| Value | Count | Frequency (%) |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 2 | |
| 29 | 1 | < 0.1% |
| 28 | 4 |
pct_tl_nvr_dlq
Real number (ℝ)
Missing 
| Distinct | 690 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 70464 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.11457646 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.3 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 9.036140361 |
|---|---|
| Coefficient of variation (CV) | 0.09601212374 |
| Kurtosis | 6.854075654 |
| Mean | 94.11457646 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.277944445 |
| Sum | 206133227.6 |
| Variance | 81.65183263 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 1106209 | |
| 90 | 29542 | 1.3% |
| 95 | 27840 | 1.2% |
| 96 | 24023 | 1.1% |
| 91.7 | 23278 | 1.0% |
| 90.9 | 23274 | 1.0% |
| 92.3 | 22822 | 1.0% |
| 88.9 | 22667 | 1.0% |
| 87.5 | 22258 | 1.0% |
| 92.9 | 22101 | 1.0% |
| Other values (680) | 866223 | |
| (Missing) | 70464 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 5 | 1 | < 0.1% |
| 5.9 | 1 | < 0.1% |
| 6.7 | 1 | < 0.1% |
| 7.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 1106209 | |
| 99.4 | 2 | < 0.1% |
| 99.3 | 1 | < 0.1% |
| 99.2 | 9 | < 0.1% |
| 99.1 | 15 | < 0.1% |
percent_bc_gt_75
Real number (ℝ)
Missing  Zeros 
| Distinct | 284 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 75412 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.43512654 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 598711 |
| Zeros (%) | 26.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 37.5 |
| Q3 | 71.4 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 71.4 |
Descriptive statistics
| Standard deviation | 36.21615733 |
|---|---|
| Coefficient of variation (CV) | 0.85344761 |
| Kurtosis | -1.25565792 |
| Mean | 42.43512654 |
| Median Absolute Deviation (MAD) | 37.5 |
| Skewness | 0.3091997107 |
| Sum | 92733015.24 |
| Variance | 1311.610051 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 598711 | |
| 100 | 372700 | |
| 50 | 231935 | 10.3% |
| 33.3 | 147284 | 6.5% |
| 66.7 | 134722 | 6.0% |
| 25 | 97801 | 4.3% |
| 75 | 76405 | 3.4% |
| 20 | 64820 | 2.9% |
| 40 | 55574 | 2.5% |
| 60 | 47850 | 2.1% |
| Other values (274) | 357487 | |
| (Missing) | 75412 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 598711 | |
| 0.14 | 2 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.2 | 10 | < 0.1% |
| 0.25 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 372700 | |
| 95.8 | 1 | < 0.1% |
| 95.5 | 2 | < 0.1% |
| 95.2 | 2 | < 0.1% |
| 95 | 3 | < 0.1% |
pub_rec_bankruptcies
Real number (ℝ)
Zeros 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1398 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1281935181 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1987383 |
| Zeros (%) | 87.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3646129975 |
|---|---|
| Coefficient of variation (CV) | 2.844238951 |
| Kurtosis | 18.65787015 |
| Mean | 0.1281935181 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.37118635 |
| Sum | 289628 |
| Variance | 0.1329426379 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1987383 | |
| 1 | 258444 | 11.4% |
| 2 | 10518 | 0.5% |
| 3 | 2131 | 0.1% |
| 4 | 541 | < 0.1% |
| 5 | 188 | < 0.1% |
| 6 | 60 | < 0.1% |
| 7 | 23 | < 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 1398 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1987383 | |
| 1 | 258444 | 11.4% |
| 2 | 10518 | 0.5% |
| 3 | 2131 | 0.1% |
| 4 | 541 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 10 | |
| 7 | 23 |
tax_liens
Real number (ℝ)
Skewed  Zeros 
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 138 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04677109198 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 2195933 |
| Zeros (%) | 97.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.377533821 |
|---|---|
| Coefficient of variation (CV) | 8.071947971 |
| Kurtosis | 3476.326736 |
| Mean | 0.04677109198 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 32.07091145 |
| Sum | 105729 |
| Variance | 0.142531786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2195933 | |
| 1 | 43638 | 1.9% |
| 2 | 12172 | 0.5% |
| 3 | 4456 | 0.2% |
| 4 | 2007 | 0.1% |
| 5 | 1026 | < 0.1% |
| 6 | 557 | < 0.1% |
| 7 | 265 | < 0.1% |
| 8 | 160 | < 0.1% |
| 9 | 103 | < 0.1% |
| Other values (32) | 246 | < 0.1% |
| (Missing) | 138 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2195933 | |
| 1 | 43638 | 1.9% |
| 2 | 12172 | 0.5% |
| 3 | 4456 | 0.2% |
| 4 | 2007 | 0.1% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 53 | 1 | |
| 52 | 1 |
tot_hi_cred_lim
Real number (ℝ)
Missing 
| Distinct | 529972 |
|---|---|
| Distinct (%) | 24.2% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178242.7537 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 70 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18830 |
| Q1 | 50731 |
| median | 114298.5 |
| Q3 | 257755 |
| 95-th percentile | 510883.8 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 207024 |
Descriptive statistics
| Standard deviation | 181574.8147 |
|---|---|
| Coefficient of variation (CV) | 1.018693949 |
| Kurtosis | 84.33085943 |
| Mean | 178242.7537 |
| Median Absolute Deviation (MAD) | 79017.5 |
| Skewness | 3.829997886 |
| Sum | 3.904215019 × 1011 |
| Variance | 3.296941332 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12500 | 716 | < 0.1% |
| 15000 | 712 | < 0.1% |
| 15500 | 697 | < 0.1% |
| 19000 | 696 | < 0.1% |
| 13500 | 690 | < 0.1% |
| 16500 | 690 | < 0.1% |
| 16000 | 690 | < 0.1% |
| 11000 | 686 | < 0.1% |
| 14000 | 684 | < 0.1% |
| 13000 | 684 | < 0.1% |
| Other values (529962) | 2183447 | |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 70 | |
| 100 | 1 | < 0.1% |
| 119 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 200 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 14 | |
| 9792792 | 1 | < 0.1% |
| 9375662 | 1 | < 0.1% |
| 8700253 | 1 | < 0.1% |
| 8592561 | 1 | < 0.1% |
total_bal_ex_mort
Real number (ℝ)
Missing 
| Distinct | 212777 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 50063 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51022.93846 |
| Minimum | 0 |
|---|---|
| Maximum | 3408095 |
| Zeros | 1584 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6556.85 |
| Q1 | 20892 |
| median | 37864 |
| Q3 | 64350 |
| 95-th percentile | 138768.15 |
| Maximum | 3408095 |
| Range | 3408095 |
| Interquartile range (IQR) | 43458 |
Descriptive statistics
| Standard deviation | 49911.23567 |
|---|---|
| Coefficient of variation (CV) | 0.9782117058 |
| Kurtosis | 65.58390119 |
| Mean | 51022.93846 |
| Median Absolute Deviation (MAD) | 19944 |
| Skewness | 4.236560408 |
| Sum | 1.127932466 × 1011 |
| Variance | 2491131446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1584 | 0.1% |
| 23068 | 59 | < 0.1% |
| 24214 | 57 | < 0.1% |
| 20275 | 57 | < 0.1% |
| 19095 | 56 | < 0.1% |
| 20346 | 56 | < 0.1% |
| 25529 | 55 | < 0.1% |
| 22831 | 55 | < 0.1% |
| 20317 | 55 | < 0.1% |
| 23915 | 54 | < 0.1% |
| Other values (212767) | 2208550 | |
| (Missing) | 50063 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 1584 | |
| 1 | 23 | < 0.1% |
| 2 | 23 | < 0.1% |
| 3 | 27 | < 0.1% |
| 4 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 3408095 | 1 | |
| 2921551 | 1 | |
| 2698600 | 1 | |
| 2688920 | 1 | |
| 2652799 | 1 |
total_bc_limit
Real number (ℝ)
Missing  Zeros 
| Distinct | 20309 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 50063 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23193.76817 |
| Minimum | 0 |
|---|---|
| Maximum | 1569000 |
| Zeros | 25349 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2300 |
| Q1 | 8300 |
| median | 16300 |
| Q3 | 30300 |
| 95-th percentile | 67300 |
| Maximum | 1569000 |
| Range | 1569000 |
| Interquartile range (IQR) | 22000 |
Descriptive statistics
| Standard deviation | 23006.55824 |
|---|---|
| Coefficient of variation (CV) | 0.9919284381 |
| Kurtosis | 29.91804426 |
| Mean | 23193.76817 |
| Median Absolute Deviation (MAD) | 9600 |
| Skewness | 2.990081245 |
| Sum | 5.127302529 × 1010 |
| Variance | 529301722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25349 | 1.1% |
| 5000 | 16941 | 0.7% |
| 6000 | 15110 | 0.7% |
| 10000 | 14744 | 0.7% |
| 7000 | 14383 | 0.6% |
| 8000 | 14055 | 0.6% |
| 4000 | 13985 | 0.6% |
| 3000 | 13939 | 0.6% |
| 7500 | 13427 | 0.6% |
| 9000 | 13175 | 0.6% |
| Other values (20299) | 2055530 | |
| (Missing) | 50063 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 25349 | |
| 100 | 17 | < 0.1% |
| 200 | 260 | < 0.1% |
| 250 | 4 | < 0.1% |
| 251 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1569000 | 1 | |
| 1105500 | 1 | |
| 1090700 | 1 | |
| 834300 | 1 | |
| 760000 | 1 |
total_il_high_credit_limit
Real number (ℝ)
Missing  Zeros 
| Distinct | 194137 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 70309 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43732.01348 |
| Minimum | 0 |
|---|---|
| Maximum | 2118996 |
| Zeros | 263497 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15000 |
| median | 32696 |
| Q3 | 58804.25 |
| 95-th percentile | 125348.45 |
| Maximum | 2118996 |
| Range | 2118996 |
| Interquartile range (IQR) | 43804.25 |
Descriptive statistics
| Standard deviation | 45072.98219 |
|---|---|
| Coefficient of variation (CV) | 1.03066332 |
| Kurtosis | 28.28428368 |
| Mean | 43732.01348 |
| Median Absolute Deviation (MAD) | 20696 |
| Skewness | 3.101032113 |
| Sum | 9.579025246 × 1010 |
| Variance | 2031573724 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 263497 | 11.7% |
| 10000 | 13338 | 0.6% |
| 15000 | 10273 | 0.5% |
| 20000 | 8412 | 0.4% |
| 5000 | 8160 | 0.4% |
| 12000 | 6496 | 0.3% |
| 25000 | 6200 | 0.3% |
| 6000 | 5494 | 0.2% |
| 8000 | 5136 | 0.2% |
| 7000 | 3481 | 0.2% |
| Other values (194127) | 1859905 | |
| (Missing) | 70309 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 263497 | |
| 36 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 59 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2118996 | 1 | |
| 2101913 | 1 | |
| 2000000 | 1 | |
| 1840000 | 1 | |
| 1736064 | 1 |
revol_bal_joint
Real number (ℝ)
Missing 
| Distinct | 56875 |
|---|---|
| Distinct (%) | 52.7% |
| Missing | 2152681 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33617.27885 |
| Minimum | 0 |
|---|---|
| Maximum | 1110019 |
| Zeros | 106 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5358 |
| Q1 | 15106.75 |
| median | 26516.5 |
| Q3 | 43769 |
| 95-th percentile | 85002.05 |
| Maximum | 1110019 |
| Range | 1110019 |
| Interquartile range (IQR) | 28662.25 |
Descriptive statistics
| Standard deviation | 28153.87431 |
|---|---|
| Coefficient of variation (CV) | 0.8374822495 |
| Kurtosis | 32.57097407 |
| Mean | 33617.27885 |
| Median Absolute Deviation (MAD) | 13296 |
| Skewness | 3.024207091 |
| Sum | 3631338461 |
| Variance | 792640638.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 106 | < 0.1% |
| 20804 | 10 | < 0.1% |
| 26505 | 9 | < 0.1% |
| 22263 | 9 | < 0.1% |
| 12149 | 9 | < 0.1% |
| 19973 | 9 | < 0.1% |
| 20811 | 9 | < 0.1% |
| 10041 | 9 | < 0.1% |
| 21072 | 9 | < 0.1% |
| 15424 | 9 | < 0.1% |
| Other values (56865) | 107832 | 4.8% |
| (Missing) | 2152681 |
| Value | Count | Frequency (%) |
| 0 | 106 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1110019 | 1 | |
| 517755 | 1 | |
| 476826 | 1 | |
| 426860 | 1 | |
| 412216 | 1 |
sec_app_fico_range_low
Real number (ℝ)
Missing 
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 669.7556031 |
| Minimum | 540 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 540 |
|---|---|
| 5-th percentile | 595 |
| Q1 | 645 |
| median | 670 |
| Q3 | 695 |
| 95-th percentile | 745 |
| Maximum | 845 |
| Range | 305 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 44.72916274 |
|---|---|
| Coefficient of variation (CV) | 0.0667843054 |
| Kurtosis | 0.5865937386 |
| Mean | 669.7556031 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.06325630177 |
| Sum | 72347670 |
| Variance | 2000.698 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 670 | 6015 | 0.3% |
| 665 | 5759 | 0.3% |
| 660 | 5708 | 0.3% |
| 675 | 5499 | 0.2% |
| 680 | 5255 | 0.2% |
| 655 | 5107 | 0.2% |
| 650 | 4832 | 0.2% |
| 690 | 4757 | 0.2% |
| 685 | 4618 | 0.2% |
| 695 | 4305 | 0.2% |
| Other values (52) | 56166 | 2.5% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 540 | 262 | |
| 545 | 259 | |
| 550 | 300 | |
| 555 | 356 | |
| 560 | 381 |
| Value | Count | Frequency (%) |
| 845 | 3 | < 0.1% |
| 840 | 9 | < 0.1% |
| 835 | 10 | < 0.1% |
| 830 | 24 | |
| 825 | 41 |
sec_app_fico_range_high
Real number (ℝ)
Missing 
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 673.7556308 |
| Minimum | 544 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 544 |
|---|---|
| 5-th percentile | 599 |
| Q1 | 649 |
| median | 674 |
| Q3 | 699 |
| 95-th percentile | 749 |
| Maximum | 850 |
| Range | 306 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 44.72927186 |
|---|---|
| Coefficient of variation (CV) | 0.06638797483 |
| Kurtosis | 0.586709236 |
| Mean | 673.7556308 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.06328273252 |
| Sum | 72779757 |
| Variance | 2000.707761 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 674 | 6015 | 0.3% |
| 669 | 5759 | 0.3% |
| 664 | 5708 | 0.3% |
| 679 | 5499 | 0.2% |
| 684 | 5255 | 0.2% |
| 659 | 5107 | 0.2% |
| 654 | 4832 | 0.2% |
| 694 | 4757 | 0.2% |
| 689 | 4618 | 0.2% |
| 699 | 4305 | 0.2% |
| Other values (52) | 56166 | 2.5% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 544 | 262 | |
| 549 | 259 | |
| 554 | 300 | |
| 559 | 356 | |
| 564 | 381 |
| Value | Count | Frequency (%) |
| 850 | 3 | < 0.1% |
| 844 | 9 | < 0.1% |
| 839 | 10 | < 0.1% |
| 834 | 24 | |
| 829 | 41 |
Missing 
| Distinct | 663 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Memory size | 71.6 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 48 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Feb-2005 |
|---|---|
| 2nd row | Oct-1987 |
| 3rd row | Feb-2013 |
| 4th row | Mar-2003 |
| 5th row | May-2016 |
| Value | Count | Frequency (%) |
| aug-2006 | 998 | 0.9% |
| sep-2006 | 894 | 0.8% |
| aug-2005 | 894 | 0.8% |
| sep-2005 | 889 | 0.8% |
| sep-2004 | 848 | 0.8% |
| aug-2004 | 822 | 0.8% |
| oct-2005 | 816 | 0.8% |
| aug-2007 | 804 | 0.7% |
| jul-2006 | 768 | 0.7% |
| nov-2005 | 751 | 0.7% |
| Other values (653) | 99537 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 148666 | |
| - | 108021 | 12.5% |
| 2 | 87486 | 10.1% |
| 9 | 61509 | 7.1% |
| 1 | 55515 | 6.4% |
| u | 28692 | 3.3% |
| e | 26988 | 3.1% |
| J | 25033 | 2.9% |
| a | 24779 | 2.9% |
| A | 19386 | 2.2% |
| Other values (23) | 278093 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 864168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 148666 | |
| - | 108021 | 12.5% |
| 2 | 87486 | 10.1% |
| 9 | 61509 | 7.1% |
| 1 | 55515 | 6.4% |
| u | 28692 | 3.3% |
| e | 26988 | 3.1% |
| J | 25033 | 2.9% |
| a | 24779 | 2.9% |
| A | 19386 | 2.2% |
| Other values (23) | 278093 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 864168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 148666 | |
| - | 108021 | 12.5% |
| 2 | 87486 | 10.1% |
| 9 | 61509 | 7.1% |
| 1 | 55515 | 6.4% |
| u | 28692 | 3.3% |
| e | 26988 | 3.1% |
| J | 25033 | 2.9% |
| a | 24779 | 2.9% |
| A | 19386 | 2.2% |
| Other values (23) | 278093 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 864168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 148666 | |
| - | 108021 | 12.5% |
| 2 | 87486 | 10.1% |
| 9 | 61509 | 7.1% |
| 1 | 55515 | 6.4% |
| u | 28692 | 3.3% |
| e | 26988 | 3.1% |
| J | 25033 | 2.9% |
| a | 24779 | 2.9% |
| A | 19386 | 2.2% |
| Other values (23) | 278093 |
sec_app_inq_last_6mths
Real number (ℝ)
Missing  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6332564964 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 65252 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9934011556 |
|---|---|
| Coefficient of variation (CV) | 1.56871846 |
| Kurtosis | 5.007834225 |
| Mean | 0.6332564964 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.04610811 |
| Sum | 68405 |
| Variance | 0.986845856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 65252 | 2.9% |
| 1 | 26964 | 1.2% |
| 2 | 9698 | 0.4% |
| 3 | 3643 | 0.2% |
| 4 | 1509 | 0.1% |
| 5 | 650 | < 0.1% |
| 6 | 305 | < 0.1% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 65252 | |
| 1 | 26964 | |
| 2 | 9698 | 0.4% |
| 3 | 3643 | 0.2% |
| 4 | 1509 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 305 | < 0.1% |
| 5 | 650 | < 0.1% |
| 4 | 1509 | 0.1% |
| 3 | 3643 | 0.2% |
| 2 | 9698 |
sec_app_mort_acc
Real number (ℝ)
Missing  Zeros 
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.538997047 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 42218 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.760568571 |
|---|---|
| Coefficient of variation (CV) | 1.143971377 |
| Kurtosis | 3.510018466 |
| Mean | 1.538997047 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.451643251 |
| Sum | 166244 |
| Variance | 3.099601694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 42218 | 1.9% |
| 1 | 21072 | 0.9% |
| 2 | 17790 | 0.8% |
| 3 | 12141 | 0.5% |
| 4 | 7379 | 0.3% |
| 5 | 3926 | 0.2% |
| 6 | 1939 | 0.1% |
| 7 | 851 | < 0.1% |
| 8 | 373 | < 0.1% |
| 9 | 165 | < 0.1% |
| Other values (13) | 167 | < 0.1% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 42218 | |
| 1 | 21072 | |
| 2 | 17790 | |
| 3 | 12141 | 0.5% |
| 4 | 7379 | 0.3% |
| Value | Count | Frequency (%) |
| 27 | 1 | |
| 23 | 1 | |
| 22 | 1 | |
| 20 | 1 | |
| 18 | 2 |
sec_app_open_acc
Real number (ℝ)
Missing 
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.46945501 |
| Minimum | 0 |
|---|---|
| Maximum | 82 |
| Zeros | 95 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 24 |
| Maximum | 82 |
| Range | 82 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.627271136 |
|---|---|
| Coefficient of variation (CV) | 0.5778191839 |
| Kurtosis | 2.577122093 |
| Mean | 11.46945501 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.187173558 |
| Sum | 1238942 |
| Variance | 43.92072271 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 7711 | 0.3% |
| 8 | 7690 | 0.3% |
| 7 | 7336 | 0.3% |
| 10 | 7297 | 0.3% |
| 11 | 6786 | 0.3% |
| 6 | 6640 | 0.3% |
| 12 | 6331 | 0.3% |
| 5 | 5889 | 0.3% |
| 13 | 5623 | 0.2% |
| 14 | 5030 | 0.2% |
| Other values (57) | 41688 | 1.8% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 95 | < 0.1% |
| 1 | 1499 | 0.1% |
| 2 | 2553 | |
| 3 | 3740 | |
| 4 | 4812 |
| Value | Count | Frequency (%) |
| 82 | 1 | |
| 73 | 1 | |
| 67 | 1 | |
| 66 | 1 | |
| 65 | 1 |
sec_app_revol_util
Real number (ℝ)
Missing 
| Distinct | 1216 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 2154517 |
| Missing (%) | 95.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.16910081 |
| Minimum | 0 |
|---|---|
| Maximum | 434.3 |
| Zeros | 1182 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.4 |
| Q1 | 39.8 |
| median | 60.2 |
| Q3 | 78.6 |
| 95-th percentile | 95.9 |
| Maximum | 434.3 |
| Range | 434.3 |
| Interquartile range (IQR) | 38.8 |
Descriptive statistics
| Standard deviation | 25.54821161 |
|---|---|
| Coefficient of variation (CV) | 0.4392058887 |
| Kurtosis | -0.1960062169 |
| Mean | 58.16910081 |
| Median Absolute Deviation (MAD) | 19.3 |
| Skewness | -0.2564452211 |
| Sum | 6176627.8 |
| Variance | 652.7111167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1182 | 0.1% |
| 59.4 | 180 | < 0.1% |
| 62.4 | 179 | < 0.1% |
| 67.2 | 174 | < 0.1% |
| 70.1 | 173 | < 0.1% |
| 77.9 | 172 | < 0.1% |
| 68.8 | 170 | < 0.1% |
| 73.5 | 170 | < 0.1% |
| 70.7 | 170 | < 0.1% |
| 69.8 | 168 | < 0.1% |
| Other values (1206) | 103446 | 4.6% |
| (Missing) | 2154517 |
| Value | Count | Frequency (%) |
| 0 | 1182 | |
| 0.1 | 58 | < 0.1% |
| 0.2 | 36 | < 0.1% |
| 0.3 | 42 | < 0.1% |
| 0.4 | 33 | < 0.1% |
| Value | Count | Frequency (%) |
| 434.3 | 1 | |
| 235.3 | 1 | |
| 212.6 | 1 | |
| 191 | 1 | |
| 184.2 | 1 |
sec_app_open_act_il
Real number (ℝ)
Missing 
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.010553503 |
| Minimum | 0 |
|---|---|
| Maximum | 43 |
| Zeros | 14376 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 43 |
| Range | 43 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.275893064 |
|---|---|
| Coefficient of variation (CV) | 1.088136471 |
| Kurtosis | 11.81614557 |
| Mean | 3.010553503 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.800302479 |
| Sum | 325203 |
| Variance | 10.73147537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 24089 | 1.1% |
| 2 | 23099 | 1.0% |
| 3 | 16430 | 0.7% |
| 0 | 14376 | 0.6% |
| 4 | 9942 | 0.4% |
| 5 | 5905 | 0.3% |
| 6 | 3593 | 0.2% |
| 7 | 2361 | 0.1% |
| 8 | 1684 | 0.1% |
| 9 | 1307 | 0.1% |
| Other values (30) | 5235 | 0.2% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 14376 | |
| 1 | 24089 | |
| 2 | 23099 | |
| 3 | 16430 | |
| 4 | 9942 |
| Value | Count | Frequency (%) |
| 43 | 1 | < 0.1% |
| 39 | 4 | |
| 38 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
sec_app_num_rev_accts
Real number (ℝ)
Missing 
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.53307227 |
| Minimum | 0 |
|---|---|
| Maximum | 106 |
| Zeros | 580 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 11 |
| Q3 | 17 |
| 95-th percentile | 28 |
| Maximum | 106 |
| Range | 106 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.150963551 |
|---|---|
| Coefficient of variation (CV) | 0.650356383 |
| Kurtosis | 3.823558297 |
| Mean | 12.53307227 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.429661781 |
| Sum | 1353835 |
| Variance | 66.43820681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 6639 | 0.3% |
| 9 | 6543 | 0.3% |
| 7 | 6473 | 0.3% |
| 10 | 6282 | 0.3% |
| 6 | 6221 | 0.3% |
| 11 | 5880 | 0.3% |
| 5 | 5619 | 0.2% |
| 12 | 5569 | 0.2% |
| 13 | 5178 | 0.2% |
| 4 | 4922 | 0.2% |
| Other values (76) | 48695 | 2.2% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 580 | < 0.1% |
| 1 | 1741 | 0.1% |
| 2 | 2730 | |
| 3 | 3822 | |
| 4 | 4922 |
| Value | Count | Frequency (%) |
| 106 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 92 | 1 | |
| 90 | 1 |
sec_app_chargeoff_within_12_mths
Real number (ℝ)
Missing  Skewed  Zeros 
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0463520982 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 105117 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4114960112 |
|---|---|
| Coefficient of variation (CV) | 8.877613467 |
| Kurtosis | 640.9638779 |
| Mean | 0.0463520982 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.27699345 |
| Sum | 5007 |
| Variance | 0.1693289673 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 105117 | 4.6% |
| 1 | 2073 | 0.1% |
| 2 | 429 | < 0.1% |
| 3 | 146 | < 0.1% |
| 4 | 90 | < 0.1% |
| 5 | 57 | < 0.1% |
| 6 | 30 | < 0.1% |
| 7 | 20 | < 0.1% |
| 10 | 14 | < 0.1% |
| 8 | 12 | < 0.1% |
| Other values (12) | 33 | < 0.1% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 105117 | |
| 1 | 2073 | 0.1% |
| 2 | 429 | < 0.1% |
| 3 | 146 | < 0.1% |
| 4 | 90 | < 0.1% |
| Value | Count | Frequency (%) |
| 21 | 2 | |
| 20 | 2 | |
| 19 | 1 | |
| 18 | 2 | |
| 17 | 2 |
sec_app_collections_12_mths_ex_med
Real number (ℝ)
Missing  Zeros 
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2152680 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07756825062 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 101793 |
| Zeros (%) | 4.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4079956247 |
|---|---|
| Coefficient of variation (CV) | 5.25982759 |
| Kurtosis | 362.2128631 |
| Mean | 0.07756825062 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.30092154 |
| Sum | 8379 |
| Variance | 0.1664604298 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 101793 | 4.5% |
| 1 | 5039 | 0.2% |
| 2 | 799 | < 0.1% |
| 3 | 204 | < 0.1% |
| 4 | 79 | < 0.1% |
| 5 | 31 | < 0.1% |
| 6 | 25 | < 0.1% |
| 8 | 15 | < 0.1% |
| 10 | 11 | < 0.1% |
| 7 | 7 | < 0.1% |
| Other values (8) | 18 | < 0.1% |
| (Missing) | 2152680 |
| Value | Count | Frequency (%) |
| 0 | 101793 | |
| 1 | 5039 | 0.2% |
| 2 | 799 | < 0.1% |
| 3 | 204 | < 0.1% |
| 4 | 79 | < 0.1% |
| Value | Count | Frequency (%) |
| 23 | 1 | |
| 19 | 1 | |
| 18 | 1 | |
| 16 | 1 | |
| 15 | 2 |
sec_app_mths_since_last_major_derog
Real number (ℝ)
Missing 
| Distinct | 140 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2224759 |
| Missing (%) | 98.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.93792777 |
| Minimum | 0 |
|---|---|
| Maximum | 185 |
| Zeros | 399 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 16 |
| median | 36 |
| Q3 | 56 |
| 95-th percentile | 76 |
| Maximum | 185 |
| Range | 185 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 23.92458363 |
|---|---|
| Coefficient of variation (CV) | 0.6476969629 |
| Kurtosis | -0.7008442253 |
| Mean | 36.93792777 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.28522913 |
| Sum | 1327623 |
| Variance | 572.385702 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1104 | < 0.1% |
| 2 | 633 | < 0.1% |
| 8 | 575 | < 0.1% |
| 5 | 552 | < 0.1% |
| 13 | 523 | < 0.1% |
| 9 | 522 | < 0.1% |
| 4 | 509 | < 0.1% |
| 15 | 509 | < 0.1% |
| 43 | 507 | < 0.1% |
| 14 | 504 | < 0.1% |
| Other values (130) | 30004 | 1.3% |
| (Missing) | 2224759 |
| Value | Count | Frequency (%) |
| 0 | 399 | < 0.1% |
| 1 | 1104 | |
| 2 | 633 | |
| 3 | 484 | |
| 4 | 509 |
| Value | Count | Frequency (%) |
| 185 | 1 | |
| 159 | 1 | |
| 153 | 1 | |
| 147 | 1 | |
| 143 | 1 |
hardship_flag
Text
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 107.8 MiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
| Value | Count | Frequency (%) |
| n | 2259836 | |
| y | 832 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 2259836 | |
| Y | 832 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 2259836 | |
| Y | 832 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 2259836 | |
| Y | 832 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 2259836 | |
| Y | 832 | < 0.1% |
hardship_type
Text
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.5 MiB |
Length
| Max length | 31 |
|---|---|
| Median length | 31 |
| Mean length | 31 |
| Min length | 31 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INTEREST ONLY-3 MONTHS DEFERRAL |
|---|---|
| 2nd row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 3rd row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 4th row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 5th row | INTEREST ONLY-3 MONTHS DEFERRAL |
| Value | Count | Frequency (%) |
| interest | 10917 | |
| only-3 | 10917 | |
| months | 10917 | |
| deferral | 10917 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 43668 | |
| T | 32751 | |
| R | 32751 | |
| 32751 | ||
| N | 32751 | |
| L | 21834 | 6.5% |
| S | 21834 | 6.5% |
| O | 21834 | 6.5% |
| M | 10917 | 3.2% |
| F | 10917 | 3.2% |
| Other values (7) | 76419 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 338427 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 43668 | |
| T | 32751 | |
| R | 32751 | |
| 32751 | ||
| N | 32751 | |
| L | 21834 | 6.5% |
| S | 21834 | 6.5% |
| O | 21834 | 6.5% |
| M | 10917 | 3.2% |
| F | 10917 | 3.2% |
| Other values (7) | 76419 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 338427 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 43668 | |
| T | 32751 | |
| R | 32751 | |
| 32751 | ||
| N | 32751 | |
| L | 21834 | 6.5% |
| S | 21834 | 6.5% |
| O | 21834 | 6.5% |
| M | 10917 | 3.2% |
| F | 10917 | 3.2% |
| Other values (7) | 76419 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 338427 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 43668 | |
| T | 32751 | |
| R | 32751 | |
| 32751 | ||
| N | 32751 | |
| L | 21834 | 6.5% |
| S | 21834 | 6.5% |
| O | 21834 | 6.5% |
| M | 10917 | 3.2% |
| F | 10917 | 3.2% |
| Other values (7) | 76419 |
hardship_reason
Text
Missing 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.3 MiB |
Length
| Max length | 21 |
|---|---|
| Median length | 16 |
| Mean length | 14.92497939 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NATURAL_DISASTER |
|---|---|
| 2nd row | NATURAL_DISASTER |
| 3rd row | NATURAL_DISASTER |
| 4th row | DIVORCE |
| 5th row | NATURAL_DISASTER |
| Value | Count | Frequency (%) |
| natural_disaster | 2965 | |
| excessive_obligations | 2155 | |
| unemployment | 1923 | |
| income_curtailment | 1321 | |
| medical | 1294 | |
| reduced_hours | 662 | 6.1% |
| divorce | 225 | 2.1% |
| family_death | 214 | 2.0% |
| disability | 158 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 18975 | |
| I | 14279 | 8.8% |
| A | 14251 | 8.7% |
| S | 13215 | 8.1% |
| T | 13022 | 8.0% |
| N | 11608 | 7.1% |
| L | 10030 | 6.2% |
| R | 8800 | 5.4% |
| O | 8441 | 5.2% |
| M | 7996 | 4.9% |
| Other values (12) | 42319 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 162936 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 18975 | |
| I | 14279 | 8.8% |
| A | 14251 | 8.7% |
| S | 13215 | 8.1% |
| T | 13022 | 8.0% |
| N | 11608 | 7.1% |
| L | 10030 | 6.2% |
| R | 8800 | 5.4% |
| O | 8441 | 5.2% |
| M | 7996 | 4.9% |
| Other values (12) | 42319 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 162936 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 18975 | |
| I | 14279 | 8.8% |
| A | 14251 | 8.7% |
| S | 13215 | 8.1% |
| T | 13022 | 8.0% |
| N | 11608 | 7.1% |
| L | 10030 | 6.2% |
| R | 8800 | 5.4% |
| O | 8441 | 5.2% |
| M | 7996 | 4.9% |
| Other values (12) | 42319 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 162936 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 18975 | |
| I | 14279 | 8.8% |
| A | 14251 | 8.7% |
| S | 13215 | 8.1% |
| T | 13022 | 8.0% |
| N | 11608 | 7.1% |
| L | 10030 | 6.2% |
| R | 8800 | 5.4% |
| O | 8441 | 5.2% |
| M | 7996 | 4.9% |
| Other values (12) | 42319 |
hardship_status
Text
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.3 MiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.148667216 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BROKEN |
|---|---|
| 2nd row | COMPLETED |
| 3rd row | COMPLETED |
| 4th row | COMPLETED |
| 5th row | COMPLETED |
| Value | Count | Frequency (%) |
| completed | 7819 | |
| broken | 2266 | 20.8% |
| active | 832 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 18736 | |
| O | 10085 | |
| C | 8651 | |
| T | 8651 | |
| M | 7819 | |
| P | 7819 | |
| L | 7819 | |
| D | 7819 | |
| B | 2266 | 2.5% |
| R | 2266 | 2.5% |
| Other values (5) | 7028 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 88959 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 18736 | |
| O | 10085 | |
| C | 8651 | |
| T | 8651 | |
| M | 7819 | |
| P | 7819 | |
| L | 7819 | |
| D | 7819 | |
| B | 2266 | 2.5% |
| R | 2266 | 2.5% |
| Other values (5) | 7028 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 88959 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 18736 | |
| O | 10085 | |
| C | 8651 | |
| T | 8651 | |
| M | 7819 | |
| P | 7819 | |
| L | 7819 | |
| D | 7819 | |
| B | 2266 | 2.5% |
| R | 2266 | 2.5% |
| Other values (5) | 7028 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 88959 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 18736 | |
| O | 10085 | |
| C | 8651 | |
| T | 8651 | |
| M | 7819 | |
| P | 7819 | |
| L | 7819 | |
| D | 7819 | |
| B | 2266 | 2.5% |
| R | 2266 | 2.5% |
| Other values (5) | 7028 | 7.9% |
deferral_term
Real number (ℝ)
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3 |
| Minimum | 3 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 3 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 32751 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 3 | 10917 | 0.5% |
| (Missing) | 2249784 |
| Value | Count | Frequency (%) |
| 3 | 10917 |
| Value | Count | Frequency (%) |
| 3 | 10917 |
hardship_amount
Real number (ℝ)
Missing 
| Distinct | 9162 |
|---|---|
| Distinct (%) | 83.9% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 155.0459806 |
| Minimum | 0.64 |
|---|---|
| Maximum | 943.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0.64 |
|---|---|
| 5-th percentile | 21.068 |
| Q1 | 59.44 |
| median | 119.14 |
| Q3 | 213.26 |
| 95-th percentile | 411.056 |
| Maximum | 943.94 |
| Range | 943.3 |
| Interquartile range (IQR) | 153.82 |
Descriptive statistics
| Standard deviation | 129.0405941 |
|---|---|
| Coefficient of variation (CV) | 0.8322730688 |
| Kurtosis | 3.256810044 |
| Mean | 155.0459806 |
| Median Absolute Deviation (MAD) | 69.06 |
| Skewness | 1.59871819 |
| Sum | 1692636.97 |
| Variance | 16651.47492 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 132.33 | 5 | < 0.1% |
| 48.56 | 5 | < 0.1% |
| 53.05 | 5 | < 0.1% |
| 94.59 | 5 | < 0.1% |
| 69.9 | 5 | < 0.1% |
| 58 | 4 | < 0.1% |
| 45.06 | 4 | < 0.1% |
| 156.37 | 4 | < 0.1% |
| 75.36 | 4 | < 0.1% |
| 150.88 | 4 | < 0.1% |
| Other values (9152) | 10872 | 0.5% |
| (Missing) | 2249784 |
| Value | Count | Frequency (%) |
| 0.64 | 1 | |
| 1.47 | 1 | |
| 1.61 | 1 | |
| 2.02 | 1 | |
| 2.15 | 1 |
| Value | Count | Frequency (%) |
| 943.94 | 1 | |
| 923.4 | 1 | |
| 893.63 | 1 | |
| 893.05 | 1 | |
| 845.22 | 1 |
Missing 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.3 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sep-2017 |
|---|---|
| 2nd row | Sep-2017 |
| 3rd row | Sep-2017 |
| 4th row | Jul-2017 |
| 5th row | Sep-2018 |
| Value | Count | Frequency (%) |
| sep-2017 | 2444 | |
| oct-2017 | 1077 | 9.9% |
| oct-2018 | 594 | 5.4% |
| nov-2017 | 466 | 4.3% |
| aug-2018 | 463 | 4.2% |
| jan-2019 | 431 | 3.9% |
| sep-2018 | 422 | 3.9% |
| nov-2018 | 420 | 3.8% |
| jun-2017 | 400 | 3.7% |
| may-2017 | 373 | 3.4% |
| Other values (17) | 3827 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5779 | 6.6% |
| e | 4114 | 4.7% |
| 8 | 4106 | 4.7% |
| p | 3080 | 3.5% |
| S | 2866 | 3.3% |
| c | 2369 | 2.7% |
| Other values (19) | 21354 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5779 | 6.6% |
| e | 4114 | 4.7% |
| 8 | 4106 | 4.7% |
| p | 3080 | 3.5% |
| S | 2866 | 3.3% |
| c | 2369 | 2.7% |
| Other values (19) | 21354 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5779 | 6.6% |
| e | 4114 | 4.7% |
| 8 | 4106 | 4.7% |
| p | 3080 | 3.5% |
| S | 2866 | 3.3% |
| c | 2369 | 2.7% |
| Other values (19) | 21354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5779 | 6.6% |
| e | 4114 | 4.7% |
| 8 | 4106 | 4.7% |
| p | 3080 | 3.5% |
| S | 2866 | 3.3% |
| c | 2369 | 2.7% |
| Other values (19) | 21354 |
Missing 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.3 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Dec-2017 |
|---|---|
| 2nd row | Nov-2017 |
| 3rd row | Dec-2017 |
| 4th row | Oct-2017 |
| 5th row | Dec-2018 |
| Value | Count | Frequency (%) |
| dec-2017 | 1756 | |
| nov-2017 | 1325 | 12.1% |
| jan-2018 | 749 | 6.9% |
| jan-2019 | 517 | 4.7% |
| dec-2018 | 509 | 4.7% |
| mar-2019 | 468 | 4.3% |
| nov-2018 | 413 | 3.8% |
| feb-2018 | 401 | 3.7% |
| oct-2018 | 397 | 3.6% |
| oct-2017 | 396 | 3.6% |
| Other values (18) | 3986 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 4481 | 5.1% |
| 8 | 4360 | 5.0% |
| e | 3700 | 4.2% |
| c | 3058 | 3.5% |
| a | 2650 | 3.0% |
| D | 2265 | 2.6% |
| Other values (19) | 23154 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 4481 | 5.1% |
| 8 | 4360 | 5.0% |
| e | 3700 | 4.2% |
| c | 3058 | 3.5% |
| a | 2650 | 3.0% |
| D | 2265 | 2.6% |
| Other values (19) | 23154 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 4481 | 5.1% |
| 8 | 4360 | 5.0% |
| e | 3700 | 4.2% |
| c | 3058 | 3.5% |
| a | 2650 | 3.0% |
| D | 2265 | 2.6% |
| Other values (19) | 23154 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 4481 | 5.1% |
| 8 | 4360 | 5.0% |
| e | 3700 | 4.2% |
| c | 3058 | 3.5% |
| a | 2650 | 3.0% |
| D | 2265 | 2.6% |
| Other values (19) | 23154 |
Missing 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.3 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Oct-2017 |
|---|---|
| 2nd row | Sep-2017 |
| 3rd row | Sep-2017 |
| 4th row | Aug-2017 |
| 5th row | Sep-2018 |
| Value | Count | Frequency (%) |
| sep-2017 | 1715 | |
| oct-2017 | 1629 | |
| nov-2017 | 640 | 5.9% |
| oct-2018 | 538 | 4.9% |
| nov-2018 | 481 | 4.4% |
| aug-2018 | 456 | 4.2% |
| sep-2018 | 416 | 3.8% |
| dec-2017 | 413 | 3.8% |
| jun-2017 | 394 | 3.6% |
| feb-2019 | 387 | 3.5% |
| Other values (17) | 3848 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5670 | 6.5% |
| 8 | 4086 | 4.7% |
| e | 3626 | 4.2% |
| c | 2959 | 3.4% |
| p | 2458 | 2.8% |
| O | 2167 | 2.5% |
| Other values (19) | 22702 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5670 | 6.5% |
| 8 | 4086 | 4.7% |
| e | 3626 | 4.2% |
| c | 2959 | 3.4% |
| p | 2458 | 2.8% |
| O | 2167 | 2.5% |
| Other values (19) | 22702 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5670 | 6.5% |
| 8 | 4086 | 4.7% |
| e | 3626 | 4.2% |
| c | 2959 | 3.4% |
| p | 2458 | 2.8% |
| O | 2167 | 2.5% |
| Other values (19) | 22702 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 87336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| - | 10917 | |
| 2 | 10917 | |
| 0 | 10917 | |
| 1 | 10917 | |
| 7 | 5670 | 6.5% |
| 8 | 4086 | 4.7% |
| e | 3626 | 4.2% |
| c | 2959 | 3.4% |
| p | 2458 | 2.8% |
| O | 2167 | 2.5% |
| Other values (19) | 22702 |
hardship_length
Real number (ℝ)
Constant  Missing 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3 |
| Minimum | 3 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 0 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0 |
|---|---|
| Coefficient of variation (CV) | 0 |
| Kurtosis | 0 |
| Mean | 3 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0 |
| Sum | 32751 |
| Variance | 0 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 3 | 10917 | 0.5% |
| (Missing) | 2249784 |
| Value | Count | Frequency (%) |
| 3 | 10917 |
| Value | Count | Frequency (%) |
| 3 | 10917 |
hardship_dpd
Real number (ℝ)
Missing 
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.74388568 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 2402 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 15 |
| Q3 | 22 |
| 95-th percentile | 28 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 9.671178203 |
|---|---|
| Coefficient of variation (CV) | 0.7036713216 |
| Kurtosis | -1.298887335 |
| Mean | 13.74388568 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.132871902 |
| Sum | 150042 |
| Variance | 93.53168783 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2402 | 0.1% |
| 26 | 425 | < 0.1% |
| 23 | 423 | < 0.1% |
| 25 | 419 | < 0.1% |
| 20 | 394 | < 0.1% |
| 16 | 386 | < 0.1% |
| 11 | 381 | < 0.1% |
| 22 | 375 | < 0.1% |
| 17 | 372 | < 0.1% |
| 27 | 363 | < 0.1% |
| Other values (24) | 4977 | 0.2% |
| (Missing) | 2249784 |
| Value | Count | Frequency (%) |
| 0 | 2402 | |
| 1 | 47 | < 0.1% |
| 2 | 53 | < 0.1% |
| 3 | 67 | < 0.1% |
| 4 | 84 | < 0.1% |
| Value | Count | Frequency (%) |
| 37 | 1 | < 0.1% |
| 32 | 4 | < 0.1% |
| 31 | 2 | < 0.1% |
| 30 | 29 | < 0.1% |
| 29 | 268 |
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Memory size | 69.3 MiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 13.95630668 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Late (16-30 days) |
|---|---|
| 2nd row | Current |
| 3rd row | Late (16-30 days) |
| 4th row | Late (16-30 days) |
| 5th row | Current |
| Value | Count | Frequency (%) |
| late | 5221 | |
| days | 5221 | |
| 16-30 | 4770 | |
| in | 2912 | |
| grace | 2912 | |
| period | 2912 | |
| current | 2769 | |
| 31-120 | 451 | 1.7% |
| issued | 15 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 16266 | 10.7% | |
| e | 13829 | 9.1% |
| a | 13354 | 8.8% |
| r | 11362 | 7.5% |
| d | 8148 | 5.3% |
| t | 7990 | 5.2% |
| n | 5681 | 3.7% |
| 1 | 5672 | 3.7% |
| s | 5251 | 3.4% |
| ) | 5221 | 3.4% |
| Other values (16) | 59587 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 152361 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 16266 | 10.7% | |
| e | 13829 | 9.1% |
| a | 13354 | 8.8% |
| r | 11362 | 7.5% |
| d | 8148 | 5.3% |
| t | 7990 | 5.2% |
| n | 5681 | 3.7% |
| 1 | 5672 | 3.7% |
| s | 5251 | 3.4% |
| ) | 5221 | 3.4% |
| Other values (16) | 59587 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 152361 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 16266 | 10.7% | |
| e | 13829 | 9.1% |
| a | 13354 | 8.8% |
| r | 11362 | 7.5% |
| d | 8148 | 5.3% |
| t | 7990 | 5.2% |
| n | 5681 | 3.7% |
| 1 | 5672 | 3.7% |
| s | 5251 | 3.4% |
| ) | 5221 | 3.4% |
| Other values (16) | 59587 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 152361 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 16266 | 10.7% | |
| e | 13829 | 9.1% |
| a | 13354 | 8.8% |
| r | 11362 | 7.5% |
| d | 8148 | 5.3% |
| t | 7990 | 5.2% |
| n | 5681 | 3.7% |
| 1 | 5672 | 3.7% |
| s | 5251 | 3.4% |
| ) | 5221 | 3.4% |
| Other values (16) | 59587 |
orig_projected_additional_accrued_interest
Real number (ℝ)
Missing 
| Distinct | 7487 |
|---|---|
| Distinct (%) | 86.5% |
| Missing | 2252050 |
| Missing (%) | 99.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 454.7980892 |
| Minimum | 1.92 |
|---|---|
| Maximum | 2680.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 1.92 |
|---|---|
| 5-th percentile | 62.13 |
| Q1 | 175.23 |
| median | 352.77 |
| Q3 | 620.175 |
| 95-th percentile | 1189.005 |
| Maximum | 2680.89 |
| Range | 2678.97 |
| Interquartile range (IQR) | 444.945 |
Descriptive statistics
| Standard deviation | 375.3855001 |
|---|---|
| Coefficient of variation (CV) | 0.8253893518 |
| Kurtosis | 3.248800957 |
| Mean | 454.7980892 |
| Median Absolute Deviation (MAD) | 202.2 |
| Skewness | 1.588220317 |
| Sum | 3934458.27 |
| Variance | 140914.2737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 396.99 | 5 | < 0.1% |
| 283.77 | 5 | < 0.1% |
| 209.7 | 4 | < 0.1% |
| 163.65 | 4 | < 0.1% |
| 200.37 | 4 | < 0.1% |
| 237.78 | 4 | < 0.1% |
| 584.46 | 4 | < 0.1% |
| 268.14 | 4 | < 0.1% |
| 154.77 | 4 | < 0.1% |
| 186.9 | 4 | < 0.1% |
| Other values (7477) | 8609 | 0.4% |
| (Missing) | 2252050 |
| Value | Count | Frequency (%) |
| 1.92 | 1 | |
| 4.41 | 1 | |
| 6.06 | 1 | |
| 6.45 | 1 | |
| 10.17 | 1 |
| Value | Count | Frequency (%) |
| 2680.89 | 1 | |
| 2679.15 | 1 | |
| 2535.66 | 1 | |
| 2513.04 | 1 | |
| 2486.94 | 1 |
hardship_payoff_balance_amount
Real number (ℝ)
Missing 
| Distinct | 10893 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11636.88394 |
| Minimum | 55.73 |
|---|---|
| Maximum | 40306.41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 55.73 |
|---|---|
| 5-th percentile | 2183.706 |
| Q1 | 5627 |
| median | 10028.39 |
| Q3 | 16151.89 |
| 95-th percentile | 26860.882 |
| Maximum | 40306.41 |
| Range | 40250.68 |
| Interquartile range (IQR) | 10524.89 |
Descriptive statistics
| Standard deviation | 7625.988281 |
|---|---|
| Coefficient of variation (CV) | 0.6553290657 |
| Kurtosis | 0.1998384506 |
| Mean | 11636.88394 |
| Median Absolute Deviation (MAD) | 4995.9 |
| Skewness | 0.8645866635 |
| Sum | 127039862 |
| Variance | 58155697.26 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15557.86 | 2 | < 0.1% |
| 8237.68 | 2 | < 0.1% |
| 9599.86 | 2 | < 0.1% |
| 6524.54 | 2 | < 0.1% |
| 5131.62 | 2 | < 0.1% |
| 8773.97 | 2 | < 0.1% |
| 2825 | 2 | < 0.1% |
| 5262.81 | 2 | < 0.1% |
| 10747.75 | 2 | < 0.1% |
| 6627.94 | 2 | < 0.1% |
| Other values (10883) | 10897 | 0.5% |
| (Missing) | 2249784 |
| Value | Count | Frequency (%) |
| 55.73 | 1 | |
| 174.15 | 1 | |
| 191.12 | 1 | |
| 193.98 | 1 | |
| 206.97 | 1 |
| Value | Count | Frequency (%) |
| 40306.41 | 1 | |
| 40149.35 | 1 | |
| 39746.94 | 1 | |
| 39542.45 | 1 | |
| 38824.41 | 1 |
hardship_last_payment_amount
Real number (ℝ)
Missing 
| Distinct | 9045 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 2249784 |
| Missing (%) | 99.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 193.9943208 |
| Minimum | 0.01 |
|---|---|
| Maximum | 1407.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.37 |
| Q1 | 44.44 |
| median | 133.16 |
| Q3 | 284.19 |
| 95-th percentile | 596.326 |
| Maximum | 1407.86 |
| Range | 1407.85 |
| Interquartile range (IQR) | 239.75 |
Descriptive statistics
| Standard deviation | 198.6294958 |
|---|---|
| Coefficient of variation (CV) | 1.023893354 |
| Kurtosis | 3.251575683 |
| Mean | 193.9943208 |
| Median Absolute Deviation (MAD) | 105.18 |
| Skewness | 1.626587167 |
| Sum | 2117836 |
| Variance | 39453.67661 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02 | 25 | < 0.1% |
| 0.03 | 25 | < 0.1% |
| 0.11 | 23 | < 0.1% |
| 0.12 | 23 | < 0.1% |
| 0.05 | 21 | < 0.1% |
| 0.1 | 21 | < 0.1% |
| 0.04 | 20 | < 0.1% |
| 0.07 | 18 | < 0.1% |
| 0.09 | 18 | < 0.1% |
| 0.17 | 17 | < 0.1% |
| Other values (9035) | 10706 | 0.5% |
| (Missing) | 2249784 |
| Value | Count | Frequency (%) |
| 0.01 | 16 | |
| 0.02 | 25 | |
| 0.03 | 25 | |
| 0.04 | 20 | |
| 0.05 | 21 |
| Value | Count | Frequency (%) |
| 1407.86 | 1 | |
| 1377.17 | 1 | |
| 1291.21 | 1 | |
| 1290.59 | 1 | |
| 1283.9 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 114.6 MiB |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.172785212 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Cash |
|---|---|
| 2nd row | Cash |
| 3rd row | Cash |
| 4th row | Cash |
| 5th row | Cash |
| Value | Count | Frequency (%) |
| cash | 2182546 | |
| directpay | 78122 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2260668 | |
| C | 2182546 | |
| s | 2182546 | |
| h | 2182546 | |
| D | 78122 | 0.8% |
| i | 78122 | 0.8% |
| r | 78122 | 0.8% |
| e | 78122 | 0.8% |
| c | 78122 | 0.8% |
| t | 78122 | 0.8% |
| Other values (2) | 156244 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9433282 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2260668 | |
| C | 2182546 | |
| s | 2182546 | |
| h | 2182546 | |
| D | 78122 | 0.8% |
| i | 78122 | 0.8% |
| r | 78122 | 0.8% |
| e | 78122 | 0.8% |
| c | 78122 | 0.8% |
| t | 78122 | 0.8% |
| Other values (2) | 156244 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9433282 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2260668 | |
| C | 2182546 | |
| s | 2182546 | |
| h | 2182546 | |
| D | 78122 | 0.8% |
| i | 78122 | 0.8% |
| r | 78122 | 0.8% |
| e | 78122 | 0.8% |
| c | 78122 | 0.8% |
| t | 78122 | 0.8% |
| Other values (2) | 156244 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9433282 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2260668 | |
| C | 2182546 | |
| s | 2182546 | |
| h | 2182546 | |
| D | 78122 | 0.8% |
| i | 78122 | 0.8% |
| r | 78122 | 0.8% |
| e | 78122 | 0.8% |
| c | 78122 | 0.8% |
| t | 78122 | 0.8% |
| Other values (2) | 156244 | 1.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 33 |
| Missing (%) | < 0.1% |
| Memory size | 107.8 MiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
| Value | Count | Frequency (%) |
| n | 2226422 | |
| y | 34246 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 2226422 | |
| Y | 34246 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 2226422 | |
| Y | 34246 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 2226422 | |
| Y | 34246 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2260668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 2226422 | |
| Y | 34246 | 1.5% |
Missing 
| Distinct | 83 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2226455 |
| Missing (%) | 98.5% |
| Memory size | 69.8 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Nov-2017 |
|---|---|
| 2nd row | May-2018 |
| 3rd row | Feb-2019 |
| 4th row | May-2018 |
| 5th row | Nov-2018 |
| Value | Count | Frequency (%) |
| feb-2019 | 2606 | 7.6% |
| mar-2019 | 2528 | 7.4% |
| jan-2019 | 2524 | 7.4% |
| oct-2018 | 2324 | 6.8% |
| dec-2018 | 2252 | 6.6% |
| nov-2018 | 2186 | 6.4% |
| aug-2018 | 1978 | 5.8% |
| jun-2018 | 1864 | 5.4% |
| jul-2018 | 1530 | 4.5% |
| sep-2018 | 1524 | 4.5% |
| Other values (73) | 12930 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 34258 | |
| 1 | 34249 | |
| 0 | 34247 | |
| - | 34246 | |
| 8 | 19269 | 7.0% |
| a | 9840 | 3.6% |
| e | 9597 | 3.5% |
| J | 8902 | 3.2% |
| 9 | 7658 | 2.8% |
| u | 7334 | 2.7% |
| Other values (23) | 74368 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 273968 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 34258 | |
| 1 | 34249 | |
| 0 | 34247 | |
| - | 34246 | |
| 8 | 19269 | 7.0% |
| a | 9840 | 3.6% |
| e | 9597 | 3.5% |
| J | 8902 | 3.2% |
| 9 | 7658 | 2.8% |
| u | 7334 | 2.7% |
| Other values (23) | 74368 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 273968 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 34258 | |
| 1 | 34249 | |
| 0 | 34247 | |
| - | 34246 | |
| 8 | 19269 | 7.0% |
| a | 9840 | 3.6% |
| e | 9597 | 3.5% |
| J | 8902 | 3.2% |
| 9 | 7658 | 2.8% |
| u | 7334 | 2.7% |
| Other values (23) | 74368 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 273968 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 34258 | |
| 1 | 34249 | |
| 0 | 34247 | |
| - | 34246 | |
| 8 | 19269 | 7.0% |
| a | 9840 | 3.6% |
| e | 9597 | 3.5% |
| J | 8902 | 3.2% |
| 9 | 7658 | 2.8% |
| u | 7334 | 2.7% |
| Other values (23) | 74368 |
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2226455 |
| Missing (%) | 98.5% |
| Memory size | 69.8 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.847106231 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | COMPLETE |
|---|---|
| 2nd row | BROKEN |
| 3rd row | COMPLETE |
| 4th row | ACTIVE |
| 5th row | COMPLETE |
| Value | Count | Frequency (%) |
| active | 14704 | |
| complete | 14505 | |
| broken | 5037 | 14.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 48751 | |
| C | 29209 | |
| T | 29209 | |
| O | 19542 | |
| A | 14704 | 6.3% |
| I | 14704 | 6.3% |
| V | 14704 | 6.3% |
| M | 14505 | 6.2% |
| P | 14505 | 6.2% |
| L | 14505 | 6.2% |
| Other values (4) | 20148 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 234486 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 48751 | |
| C | 29209 | |
| T | 29209 | |
| O | 19542 | |
| A | 14704 | 6.3% |
| I | 14704 | 6.3% |
| V | 14704 | 6.3% |
| M | 14505 | 6.2% |
| P | 14505 | 6.2% |
| L | 14505 | 6.2% |
| Other values (4) | 20148 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 234486 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 48751 | |
| C | 29209 | |
| T | 29209 | |
| O | 19542 | |
| A | 14704 | 6.3% |
| I | 14704 | 6.3% |
| V | 14704 | 6.3% |
| M | 14505 | 6.2% |
| P | 14505 | 6.2% |
| L | 14505 | 6.2% |
| Other values (4) | 20148 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 234486 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 48751 | |
| C | 29209 | |
| T | 29209 | |
| O | 19542 | |
| A | 14704 | 6.3% |
| I | 14704 | 6.3% |
| V | 14704 | 6.3% |
| M | 14505 | 6.2% |
| P | 14505 | 6.2% |
| L | 14505 | 6.2% |
| Other values (4) | 20148 |
settlement_date
Text
Missing 
| Distinct | 90 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2226455 |
| Missing (%) | 98.5% |
| Memory size | 69.8 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Sep-2017 |
|---|---|
| 2nd row | Nov-2017 |
| 3rd row | Jan-2018 |
| 4th row | May-2018 |
| 5th row | Sep-2017 |
| Value | Count | Frequency (%) |
| jan-2019 | 1710 | 5.0% |
| oct-2018 | 1526 | 4.5% |
| feb-2019 | 1424 | 4.2% |
| mar-2018 | 1406 | 4.1% |
| sep-2018 | 1404 | 4.1% |
| nov-2018 | 1397 | 4.1% |
| jun-2018 | 1395 | 4.1% |
| jan-2018 | 1390 | 4.1% |
| aug-2018 | 1384 | 4.0% |
| may-2018 | 1357 | 4.0% |
| Other values (80) | 19853 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 34272 | |
| 1 | 34250 | |
| 0 | 34248 | |
| - | 34246 | |
| 8 | 16485 | 6.0% |
| 7 | 10215 | 3.7% |
| a | 9083 | 3.3% |
| e | 8982 | 3.3% |
| J | 8616 | 3.1% |
| u | 7522 | 2.7% |
| Other values (23) | 76049 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 273968 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 34272 | |
| 1 | 34250 | |
| 0 | 34248 | |
| - | 34246 | |
| 8 | 16485 | 6.0% |
| 7 | 10215 | 3.7% |
| a | 9083 | 3.3% |
| e | 8982 | 3.3% |
| J | 8616 | 3.1% |
| u | 7522 | 2.7% |
| Other values (23) | 76049 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 273968 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 34272 | |
| 1 | 34250 | |
| 0 | 34248 | |
| - | 34246 | |
| 8 | 16485 | 6.0% |
| 7 | 10215 | 3.7% |
| a | 9083 | 3.3% |
| e | 8982 | 3.3% |
| J | 8616 | 3.1% |
| u | 7522 | 2.7% |
| Other values (23) | 76049 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 273968 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 34272 | |
| 1 | 34250 | |
| 0 | 34248 | |
| - | 34246 | |
| 8 | 16485 | 6.0% |
| 7 | 10215 | 3.7% |
| a | 9083 | 3.3% |
| e | 8982 | 3.3% |
| J | 8616 | 3.1% |
| u | 7522 | 2.7% |
| Other values (23) | 76049 |
settlement_amount
Real number (ℝ)
Missing 
| Distinct | 21941 |
|---|---|
| Distinct (%) | 64.1% |
| Missing | 2226455 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5010.664267 |
| Minimum | 44.21 |
|---|---|
| Maximum | 33601 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 44.21 |
|---|---|
| 5-th percentile | 780 |
| Q1 | 2208 |
| median | 4146.11 |
| Q3 | 6850.1725 |
| 95-th percentile | 12351.3025 |
| Maximum | 33601 |
| Range | 33556.79 |
| Interquartile range (IQR) | 4642.1725 |
Descriptive statistics
| Standard deviation | 3693.12259 |
|---|---|
| Coefficient of variation (CV) | 0.7370524931 |
| Kurtosis | 2.176044134 |
| Mean | 5010.664267 |
| Median Absolute Deviation (MAD) | 2203.89 |
| Skewness | 1.311380368 |
| Sum | 171595208.5 |
| Variance | 13639154.47 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 65 | < 0.1% |
| 4000 | 52 | < 0.1% |
| 3000 | 50 | < 0.1% |
| 6000 | 50 | < 0.1% |
| 10000 | 46 | < 0.1% |
| 8000 | 45 | < 0.1% |
| 7000 | 41 | < 0.1% |
| 3500 | 39 | < 0.1% |
| 6500 | 37 | < 0.1% |
| 9000 | 35 | < 0.1% |
| Other values (21931) | 33786 | 1.5% |
| (Missing) | 2226455 |
| Value | Count | Frequency (%) |
| 44.21 | 1 | |
| 60.84 | 1 | |
| 82.96 | 1 | |
| 107 | 1 | |
| 120 | 1 |
| Value | Count | Frequency (%) |
| 33601 | 1 | |
| 30000 | 1 | |
| 28503 | 1 | |
| 28000 | 1 | |
| 27850 | 1 |
settlement_percentage
Real number (ℝ)
Missing 
| Distinct | 2070 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 2226455 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.78036501 |
| Minimum | 0.2 |
|---|---|
| Maximum | 521.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 45 |
| median | 45 |
| Q3 | 50 |
| 95-th percentile | 60.01 |
| Maximum | 521.35 |
| Range | 521.15 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 7.311821706 |
|---|---|
| Coefficient of variation (CV) | 0.153029842 |
| Kurtosis | 522.6570965 |
| Mean | 47.78036501 |
| Median Absolute Deviation (MAD) | 4.85 |
| Skewness | 9.117278087 |
| Sum | 1636286.38 |
| Variance | 53.46273666 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 11919 | 0.5% |
| 50 | 5698 | 0.3% |
| 40 | 2212 | 0.1% |
| 45.01 | 1679 | 0.1% |
| 60 | 1310 | 0.1% |
| 55 | 1143 | 0.1% |
| 50.01 | 1036 | < 0.1% |
| 44.99 | 869 | < 0.1% |
| 65 | 686 | < 0.1% |
| 49.99 | 484 | < 0.1% |
| Other values (2060) | 7210 | 0.3% |
| (Missing) | 2226455 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | |
| 0.45 | 1 | |
| 0.55 | 1 | |
| 0.65 | 1 | |
| 10.69 | 1 |
| Value | Count | Frequency (%) |
| 521.35 | 1 | < 0.1% |
| 184.36 | 1 | < 0.1% |
| 166.67 | 1 | < 0.1% |
| 100 | 3 | |
| 98.57 | 1 | < 0.1% |
settlement_term
Real number (ℝ)
Missing 
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2226455 |
| Missing (%) | 98.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.19132161 |
| Minimum | 0 |
|---|---|
| Maximum | 181 |
| Zeros | 2727 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 181 |
| Range | 181 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.159979582 |
|---|---|
| Coefficient of variation (CV) | 0.6185869635 |
| Kurtosis | 5.645983917 |
| Mean | 13.19132161 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.1679064306 |
| Sum | 451750 |
| Variance | 66.58526678 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 6977 | 0.3% |
| 24 | 6387 | 0.3% |
| 12 | 4830 | 0.2% |
| 1 | 3141 | 0.1% |
| 0 | 2727 | 0.1% |
| 6 | 1979 | 0.1% |
| 16 | 1427 | 0.1% |
| 10 | 1196 | 0.1% |
| 8 | 1091 | < 0.1% |
| 14 | 963 | < 0.1% |
| Other values (30) | 3528 | 0.2% |
| (Missing) | 2226455 |
| Value | Count | Frequency (%) |
| 0 | 2727 | |
| 1 | 3141 | |
| 2 | 282 | < 0.1% |
| 3 | 247 | < 0.1% |
| 4 | 533 | < 0.1% |
| Value | Count | Frequency (%) |
| 181 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 112 | 1 | < 0.1% |
| 65 | 3 | |
| 60 | 1 | < 0.1% |